Most Influential EMNLP Papers (2022-05)

May 13, 2022July 25, 2022 admin

The Conference on Empirical Methods in Natural Language Processing (EMNLP) is one of the top natural language processing conferences in the world. Paper Digest Team analyzes all papers published on EMNLP in the past years, and presents the 15 most influential papers for each year. This ranking list is automatically constructed based upon citations from both research papers and granted patents, and will be frequently updated to reflect the most recent changes. To browse the most productive EMNLP authors by year ranked by #papers accepted, here is a list of most productive EMNLP authors. To find the most influential papers from other conferences/journals, visit Best Paper Digest page. Note: the most influential papers may or may not include the papers that won the best paper awards. (Version: 2022-05)

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TABLE 1: Most Influential EMNLP Papers (2022-05)

Year	Rank	Paper	Author(s)
2021	1	SimCSE: Simple Contrastive Learning of Sentence Embeddings IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper presents SimCSE, a simple contrastive learning framework that greatly advances the state-of-the-art sentence embeddings.	Tianyu Gao; Xingcheng Yao; Danqi Chen;
2021	2	The Power of Scale for Parameter-Efficient Prompt Tuning IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we explore prompt tuning, a simple yet effective mechanism for learning soft prompts to condition frozen language models to perform specific downstream tasks.	Brian Lester; Rami Al-Rfou; Noah Constant;
2021	3	Masked Language Modeling and The Distributional Hypothesis: Order Word Matters Pre-training for Little IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a different explanation: MLMs succeed on downstream tasks almost entirely due to their ability to model higher-order word co-occurrence statistics.	KOUSTUV SINHA et. al.
2021	4	Muppet: Massive Multi-task Representations with Pre-Finetuning IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose pre-finetuning, an additional large-scale learning stage between language model pre-training and fine-tuning.	ARMEN AGHAJANYAN et. al.
2021	5	Improving and Simplifying Pattern Exploiting Training IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we focus on few-shot learning without any unlabeled data and introduce ADAPET, which modifies PET’s objective to provide denser supervision during fine-tuning.	Derek Tam; Rakesh R. Menon; Mohit Bansal; Shashank Srivastava; Colin Raffel;
2021	6	Do Transformer Modifications Transfer Across Implementations and Applications? IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we comprehensively evaluate many of these modifications in a shared experimental setting that covers most of the common uses of the Transformer in natural language processing.	SHARAN NARANG et. al.
2021	7	CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present CodeT5, a unified pre-trained encoder-decoder Transformer model that better leverages the code semantics conveyed from the developer-assigned identifiers.	Yue Wang; Weishi Wang; Shafiq Joty; Steven C.H. Hoi;
2021	8	Transformer Feed-Forward Layers Are Key-Value Memories IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We show that feed-forward layers in transformer-based language models operate as key-value memories, where each key correlates with textual patterns in the training examples, and each value induces a distribution over the output vocabulary.	Mor Geva; Roei Schuster; Jonathan Berant; Omer Levy;
2021	9	Measuring Association Between Labels and Free-Text Rationales IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We investigate the extent to which the labels and rationales predicted by these models are associated, a necessary property of faithful explanation.	Sarah Wiegreffe; Ana Marasovic; Noah A. Smith;
2021	10	The Devil Is in The Detail: Simple Tricks Improve Systematic Generalization of Transformers IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Here we demonstrate that by revisiting model configurations as basic as scaling of embeddings, early stopping, relative positional embedding, and Universal Transformer variants, we can drastically improve the performance of Transformers on systematic generalization.	R?bert Csord?s; Kazuki Irie; Juergen Schmidhuber;
2021	11	VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present VideoCLIP, a contrastive approach to pre-train a unified model for zero-shot video and text understanding, without using any labels on downstream tasks.	HU XU et. al.
2021	12	XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In order to catalyze meaningful progress, we extend XTREME to XTREME-R, which consists of an improved set of ten natural language understanding tasks, including challenging language-agnostic retrieval tasks, and covers 50 typologically diverse languages.	SEBASTIAN RUDER et. al.
2021	13	Contrastive Code Representation Learning IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose ContraCode: a contrastive pre-training task that learns code functionality, not form.	PARAS JAIN et. al.
2021	14	UNKs Everywhere: Adapting Multilingual Language Models to New Scripts IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose a series of novel data-efficient methods that enable quick and effective adaptation of pretrained multilingual models to such low-resource languages and unseen scripts.	Jonas Pfeiffer; Ivan Vulic; Iryna Gurevych; Sebastian Ruder;
2021	15	CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we explore whether and how such cross-task generalization ability can be acquired, and further applied to build better few-shot learners across diverse NLP tasks.	Qinyuan Ye; Bill Yuchen Lin; Xiang Ren;
2020	1	Dense Passage Retrieval For Open-Domain Question Answering IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we show that retrieval can be practically implemented using dense representations alone, where embeddings are learned from a small number of questions and passages by a simple dual-encoder framework.	VLADIMIR KARPUKHIN et. al.
2020	2	TinyBERT: Distilling BERT For Natural Language Understanding IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To accelerate inference and reduce model size while maintaining accuracy, we first propose a novel Transformer distillation method that is specially designed for knowledge distillation (KD) of the Transformer-based models.	XIAOQI JIAO et. al.
2020	3	CodeBERT: A Pre-Trained Model For Programming And Natural Languages IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present CodeBERT, a bimodal pre-trained model for programming language (PL) and natural language (NL).	ZHANGYIN FENG et. al.
2020	4	How Much Knowledge Can You Pack Into The Parameters Of A Language Model? IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this short paper, we measure the practical utility of this approach by fine-tuning pre-trained models to answer questions without access to any external context or knowledge.	Adam Roberts; Colin Raffel; Noam Shazeer;
2020	5	UnifiedQA: Crossing Format Boundaries With A Single QA System IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: As evidence, we use the latest advances in language modeling to build a single pre-trained QA model, UNIFIEDQA, that performs well across 19 QA datasets spanning 4 diverse formats.	DANIEL KHASHABI et. al.
2020	6	Evaluating The Factual Consistency Of Abstractive Text Summarization IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a weakly-supervised, model-based approach for verifying factual consistency and identifying conflicts between source documents and generated summaries.	Wojciech Kryscinski; Bryan McCann; Caiming Xiong; Richard Socher;
2020	7	Making Monolingual Sentence Embeddings Multilingual Using Knowledge Distillation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present an easy and efficient method to extend existing sentence embedding models to new languages.	Nils Reimers; Iryna Gurevych;
2020	8	LUKE: Deep Contextualized Entity Representations With Entity-aware Self-attention IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose new pretrained contextualized representations of words and entities based on the bidirectional transformer.	Ikuya Yamada; Akari Asai; Hiroyuki Shindo; Hideaki Takeda; Yuji Matsumoto;
2020	9	ProphetNet: Predicting Future N-gram For Sequence-to-Sequence Pre-training IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper presents a new sequence-to-sequence pre-training model called ProphetNet, which introduces a novel self-supervised objective named future n-gram prediction and the proposed n-stream self-attention mechanism.	WEIZHEN QI et. al.
2020	10	BERT-ATTACK: Adversarial Attack Against BERT Using BERT IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose \textbf{BERT-Attack}, a high-quality and effective method to generate adversarial samples using pre-trained masked language models exemplified by BERT.	Linyang Li; Ruotian Ma; Qipeng Guo; Xiangyang Xue; Xipeng Qiu;
2020	11	Scalable Zero-shot Entity Linking With Dense Entity Retrieval IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper introduces a conceptually simple, scalable, and highly effective BERT-based entity linking model, along with an extensive evaluation of its accuracy-speed trade-off.	Ledell Wu; Fabio Petroni; Martin Josifoski; Sebastian Riedel; Luke Zettlemoyer;
2020	12	MAD-X: An Adapter-Based Framework For Multi-Task Cross-Lingual Transfer IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose MAD-X, an adapter-based framework that enables high portability and parameter-efficient transfer to arbitrary tasks and languages by learning modular language and task representations.	Jonas Pfeiffer; Ivan Vulić; Iryna Gurevych; Sebastian Ruder;
2020	13	BAE: BERT-based Adversarial Examples For Text Classification IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present BAE, a black box attack for generating adversarial examples using contextual perturbations from a BERT masked language model.	Siddhant Garg; Goutham Ramakrishnan;
2020	14	Experience Grounds Language IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We posit that the present success of representation learning approaches trained on large, text-only corpora requires the parallel tradition of research on the broader physical and social context of language to address the deeper questions of communication.	YONATAN BISK et. al.
2020	15	Information-Theoretic Probing With Minimum Description Length IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Instead, we propose an alternative to the standard probes, information-theoretic probing with minimum description length (MDL).	Elena Voita; Ivan Titov;
2019	1	Sentence-BERT: Sentence Embeddings Using Siamese BERT-Networks IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this publication, we present Sentence-BERT (SBERT), a modification of the pretrained BERT network that use siamese and triplet network structures to derive semantically meaningful sentence embeddings that can be compared using cosine-similarity.	Nils Reimers; Iryna Gurevych;
2019	2	SciBERT: A Pretrained Language Model For Scientific Text IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We release SciBERT, a pretrained language model based on BERT (Devlin et. al., 2018) to address the lack of high-quality, large-scale labeled scientific data.	Iz Beltagy; Kyle Lo; Arman Cohan;
2019	3	LXMERT: Learning Cross-Modality Encoder Representations From Transformers IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We thus propose the LXMERT (Learning Cross-Modality Encoder Representations from Transformers) framework to learn these vision-and-language connections.	Hao Tan; Mohit Bansal;
2019	4	EDA: Easy Data Augmentation Techniques For Boosting Performance On Text Classification Tasks IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present EDA: easy data augmentation techniques for boosting performance on text classification tasks.	Jason Wei; Kai Zou;
2019	5	Language Models As Knowledge Bases? IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present an in-depth analysis of the relational knowledge already present (without fine-tuning) in a wide range of state-of-the-art pretrained language models.	FABIO PETRONI et. al.
2019	6	Text Summarization With Pretrained Encoders IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we showcase how BERT can be usefully applied in text summarization and propose a general framework for both extractive and abstractive models.	Yang Liu; Mirella Lapata;
2019	7	Attention Is Not Not Explanation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose four alternative tests to determine when/whether attention can be used as explanation: a simple uniform-weights baseline; a variance calibration based on multiple random seed runs; a diagnostic framework using frozen weights from pretrained models; and an end-to-end adversarial attention training protocol.	Sarah Wiegreffe; Yuval Pinter;
2019	8	Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness Of BERT IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper explores the broader cross-lingual potential of mBERT (multilingual) as a zero shot language transfer model on 5 NLP tasks covering a total of 39 languages from various language families: NLI, document classification, NER, POS tagging, and dependency parsing.	Shijie Wu; Mark Dredze;
2019	9	Patient Knowledge Distillation For BERT Model Compression IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In order to alleviate this resource hunger in large-scale model training, we propose a Patient Knowledge Distillation approach to compress an original large model (teacher) into an equally-effective lightweight shallow network (student).	Siqi Sun; Yu Cheng; Zhe Gan; Jingjing Liu;
2019	10	Knowledge Enhanced Contextual Word Representations IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a general method to embed multiple knowledge bases (KBs) into large scale models, and thereby enhance their representations with structured, human-curated knowledge.	MATTHEW E. PETERS et. al.
2019	11	Justifying Recommendations Using Distantly-Labeled Reviews And Fine-Grained Aspects IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We seek to introduce new datasets and methods to address the recommendation justification task.	Jianmo Ni; Jiacheng Li; Julian McAuley;
2019	12	Revealing The Dark Secrets Of BERT IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In the current work, we focus on the interpretation of self-attention, which is one of the fundamental underlying components of BERT.	Olga Kovaleva; Alexey Romanov; Anna Rogers; Anna Rumshisky;
2019	13	Universal Adversarial Triggers For Attacking And Analyzing NLP IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a gradient-guided search over tokens which finds short trigger sequences (e.g., one word for classification and four words for language modeling) that successfully trigger the target prediction.	Eric Wallace; Shi Feng; Nikhil Kandpal; Matt Gardner; Sameer Singh;
2019	14	TuckER: Tensor Factorization For Knowledge Graph Completion IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose TuckER, a relatively straightforward but powerful linear model based on Tucker decomposition of the binary tensor representation of knowledge graph triples.	Ivana Balazevic; Carl Allen; Timothy Hospedales;
2019	15	How Contextual Are Contextualized Word Representations? Comparing The Geometry Of BERT, ELMo, And GPT-2 Embeddings IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This suggests that upper layers of contextualizing models produce more context-specific representations, much like how upper layers of LSTMs produce more task-specific representations.	Kawin Ethayarajh;
2018	1	HotpotQA: A Dataset For Diverse, Explainable Multi-hop Question Answering IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We introduce HotpotQA, a new dataset with 113k Wikipedia-based question-answer pairs with four key features: (1) the questions require finding and reasoning over multiple supporting documents to answer; (2) the questions are diverse and not constrained to any pre-existing knowledge bases or knowledge schemas; (3) we provide sentence-level supporting facts required for reasoning, allowing QA systems to reason with strong supervision and explain the predictions; (4) we offer a new type of factoid comparison questions to test QA systems’ ability to extract relevant facts and perform necessary comparison.	ZHILIN YANG et. al.
2018	2	Understanding Back-Translation At Scale IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work broadens the understanding of back-translation and investigates a number of methods to generate synthetic source sentences.	Sergey Edunov; Myle Ott; Michael Auli; David Grangier;
2018	3	XNLI: Evaluating Cross-lingual Sentence Representations IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we construct an evaluation set for XLU by extending the development and test sets of the Multi-Genre Natural Language Inference Corpus (MultiNLI) to 14 languages, including low-resource languages such as Swahili and Urdu.	ALEXIS CONNEAU et. al.
2018	4	Generating Natural Language Adversarial Examples IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Given these challenges, we use a black-box population-based optimization algorithm to generate semantically and syntactically similar adversarial examples that fool well-trained sentiment analysis and textual entailment models with success rates of 97% and 70%, respectively.	MOUSTAFA ALZANTOT et. al.
2018	5	MultiWOZ – A Large-Scale Multi-Domain Wizard-of-Oz Dataset For Task-Oriented Dialogue Modelling IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: The proposed data-collection pipeline is entirely based on crowd-sourcing without the need of hiring professional annotators;secondly, a set of benchmark results of belief tracking, dialogue act and response generation is reported, which shows the usability of the data and sets a baseline for future studies. Even though machine learning has become the major scene in dialogue research community, the real breakthrough has been blocked by the scale of data available.To address this fundamental obstacle, we introduce the Multi-Domain Wizard-of-Oz dataset (MultiWOZ), a fully-labeled collection of human-human written conversations spanning over multiple domains and topics.At a size of 10k dialogues, it is at least one order of magnitude larger than all previous annotated task-oriented corpora.The contribution of this work apart from the open-sourced dataset is two-fold:firstly, a detailed description of the data collection procedure along with a summary of data structure and analysis is provided.	PAWEŁ BUDZIANOWSKI et. al.
2018	6	Bottom-Up Abstractive Summarization IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work explores the use of data-efficient content selectors to over-determine phrases in a source document that should be part of the summary.	Sebastian Gehrmann; Yuntian Deng; Alexander Rush;
2018	7	SWAG: A Large-Scale Adversarial Dataset For Grounded Commonsense Inference IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we introduce the task of grounded commonsense inference, unifying natural language inference and commonsense reasoning.	Rowan Zellers; Yonatan Bisk; Roy Schwartz; Yejin Choi;
2018	8	Graph Convolution Over Pruned Dependency Trees Improves Relation Extraction IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose an extension of graph convolutional networks that is tailored for relation extraction, which pools information over arbitrary dependency structures efficiently in parallel.	Yuhao Zhang; Peng Qi; Christopher D. Manning;
2018	9	QuAC: Question Answering In Context IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present QuAC, a dataset for Question Answering in Context that contains 14K information-seeking QA dialogs (100K questions in total).	EUNSOL CHOI et. al.
2018	10	Spider: A Large-Scale Human-Labeled Dataset For Complex And Cross-Domain Semantic Parsing And Text-to-SQL Task IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present \textit{Spider}, a large-scale complex and cross-domain semantic parsing and text-to-SQL dataset annotated by 11 college students.	TAO YU et. al.
2018	11	Deterministic Non-Autoregressive Neural Sequence Modeling By Iterative Refinement IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a conditional non-autoregressive neural sequence model based on iterative refinement.	Jason Lee; Elman Mansimov; Kyunghyun Cho;
2018	12	Linguistically-Informed Self-Attention For Semantic Role Labeling IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we present linguistically-informed self-attention (LISA): a neural network model that combines multi-head self-attention with multi-task learning across dependency parsing, part-of-speech tagging, predicate detection and SRL.	Emma Strubell; Patrick Verga; Daniel Andor; David Weiss; Andrew McCallum;
2018	13	Investigating Capsule Networks With Dynamic Routing For Text Classification IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this study, we explore capsule networks with dynamic routing for text classification.	MIN YANG et. al.
2018	14	Dissecting Contextual Word Embeddings: Architecture And Representation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present a detailed empirical study of how the choice of neural architecture (e.g. LSTM, CNN, or self attention) influences both end task accuracy and qualitative properties of the representations that are learned.	Matthew Peters; Mark Neumann; Luke Zettlemoyer; Wen-tau Yih;
2018	15	TVQA: Localized, Compositional Video Question Answering IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present TVQA, a large-scale video QA dataset based on 6 popular TV shows.	Jie Lei; Licheng Yu; Mohit Bansal; Tamara Berg;
2017	1	Supervised Learning Of Universal Sentence Representations From Natural Language Inference Data IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we show how universal sentence representations trained using the supervised data of the Stanford Natural Language Inference datasets can consistently outperform unsupervised methods like SkipThought vectors on a wide range of transfer tasks.	Alexis Conneau; Douwe Kiela; Holger Schwenk; Loïc Barrault; Antoine Bordes;
2017	2	Adversarial Examples For Evaluating Reading Comprehension Systems IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To reward systems with real language understanding abilities, we propose an adversarial evaluation scheme for the Stanford Question Answering Dataset (SQuAD).	Robin Jia; Percy Liang;
2017	3	Adversarial Learning For Neural Dialogue Generation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We cast the task as a reinforcement learning problem where we jointly train two systems: a generative model to produce response sequences, and a discriminator-analagous to the human evaluator in the Turing test- to distinguish between the human-generated dialogues and the machine-generated ones.	JIWEI LI et. al.
2017	4	RACE: Large-scale ReAding Comprehension Dataset From Examinations IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present RACE, a new dataset for benchmark evaluation of methods in the reading comprehension task.	Guokun Lai; Qizhe Xie; Hanxiao Liu; Yiming Yang; Eduard Hovy;
2017	5	Encoding Sentences With Graph Convolutional Networks For Semantic Role Labeling IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a version of graph convolutional networks (GCNs), a recent class of neural networks operating on graphs, suited to model syntactic dependency graphs.	Diego Marcheggiani; Ivan Titov;
2017	6	End-to-end Neural Coreference Resolution IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We introduce the first end-to-end coreference resolution model and show that it significantly outperforms all previous work without using a syntactic parser or hand-engineered mention detector.	Kenton Lee; Luheng He; Mike Lewis; Luke Zettlemoyer;
2017	7	Using Millions Of Emoji Occurrences To Learn Any-domain Representations For Detecting Sentiment, Emotion And Sarcasm IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Our paper shows that by extending the distant supervision to a more diverse set of noisy labels, the models can learn richer representations.	Bjarke Felbo; Alan Mislove; Anders Søgaard; Iyad Rahwan; Sune Lehmann;
2017	8	Men Also Like Shopping: Reducing Gender Bias Amplification Using Corpus-level Constraints IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we study data and models associated with multilabel object classification and visual semantic role labeling.	Jieyu Zhao; Tianlu Wang; Mark Yatskar; Vicente Ordonez; Kai-Wei Chang;
2017	9	A Joint Many-Task Model: Growing A Neural Network For Multiple NLP Tasks IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We introduce a joint many-task model together with a strategy for successively growing its depth to solve increasingly complex tasks.	Kazuma Hashimoto; Caiming Xiong; Yoshimasa Tsuruoka; Richard Socher;
2017	10	Recurrent Attention Network On Memory For Aspect Sentiment Analysis IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a novel framework based on neural networks to identify the sentiment of opinion targets in a comment/review.	Peng Chen; Zhongqian Sun; Lidong Bing; Wei Yang;
2017	11	Truth Of Varying Shades: Analyzing Language In Fake News And Political Fact-Checking IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present an analytic study on the language of news media in the context of political fact-checking and fake news detection.	Hannah Rashkin; Eunsol Choi; Jin Yea Jang; Svitlana Volkova; Yejin Choi;
2017	12	Tensor Fusion Network For Multimodal Sentiment Analysis IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we pose the problem of multimodal sentiment analysis as modeling intra-modality and inter-modality dynamics.	Amir Zadeh; Minghai Chen; Soujanya Poria; Erik Cambria; Louis-Philippe Morency;
2017	13	Massive Exploration Of Neural Machine Translation Architectures IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we present a large-scale analysis of the sensitivity of NMT architectures to common hyperparameters.	Denny Britz; Anna Goldie; Minh-Thang Luong; Quoc Le;
2017	14	Position-aware Attention And Supervised Data Improve Slot Filling IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper simultaneously addresses two issues that have held back prior work.	Yuhao Zhang; Victor Zhong; Danqi Chen; Gabor Angeli; Christopher D. Manning;
2017	15	Sparse Communication For Distributed Gradient Descent IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We make distributed stochastic gradient descent faster by exchanging sparse updates instead of dense updates.	Alham Fikri Aji; Kenneth Heafield;
2016	1	SQuAD: 100,000+ Questions For Machine Comprehension Of Text IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Pranav Rajpurkar; Jian Zhang; Konstantin Lopyrev; Percy Liang;
2016	2	Attention-based LSTM For Aspect-level Sentiment Classification IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yequan Wang; Minlie Huang; Xiaoyan Zhu; Li Zhao;
2016	3	Multimodal Compact Bilinear Pooling For Visual Question Answering And Visual Grounding IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	AKIRA FUKUI et. al.
2016	4	A Decomposable Attention Model For Natural Language Inference IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ankur Parikh; Oscar Täckström; Dipanjan Das; Jakob Uszkoreit;
2016	5	Deep Reinforcement Learning For Dialogue Generation IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	JIWEI LI et. al.
2016	6	How NOT To Evaluate Your Dialogue System: An Empirical Study Of Unsupervised Evaluation Metrics For Dialogue Response Generation IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	CHIA-WEI LIU et. al.
2016	7	Long Short-Term Memory-Networks For Machine Reading IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jianpeng Cheng; Li Dong; Mirella Lapata;
2016	8	Key-Value Memory Networks For Directly Reading Documents IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	ALEXANDER MILLER et. al.
2016	9	Aspect Level Sentiment Classification With Deep Memory Network IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Duyu Tang; Bing Qin; Ting Liu;
2016	10	Rationalizing Neural Predictions IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Tao Lei; Regina Barzilay; Tommi Jaakkola;
2016	11	Transfer Learning For Low-Resource Neural Machine Translation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Barret Zoph; Deniz Yuret; Jonathan May; Kevin Knight;
2016	12	Sequence-to-Sequence Learning As Beam-Search Optimization IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sam Wiseman; Alexander M. Rush;
2016	13	Sequence-Level Knowledge Distillation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yoon Kim; Alexander M. Rush;
2016	14	Neural Text Generation From Structured Data With Application To The Biography Domain IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rémi Lebret; David Grangier; Michael Auli;
2016	15	Learning Principled Bilingual Mappings Of Word Embeddings While Preserving Monolingual Invariance IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mikel Artetxe; Gorka Labaka; Eneko Agirre;
2015	1	Effective Approaches To Attention-based Neural Machine Translation IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Thang Luong; Hieu Pham; Christopher D. Manning;
2015	2	A Large Annotated Corpus For Learning Natural Language Inference IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Samuel R. Bowman; Gabor Angeli; Christopher Potts; Christopher D. Manning;
2015	3	A Neural Attention Model For Abstractive Sentence Summarization IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Alexander M. Rush; Sumit Chopra; Jason Weston;
2015	4	Document Modeling With Gated Recurrent Neural Network For Sentiment Classification IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Duyu Tang; Bing Qin; Ting Liu;
2015	5	Semantically Conditioned LSTM-based Natural Language Generation For Spoken Dialogue Systems IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	TSUNG-HSIEN WEN et. al.
2015	6	Distant Supervision For Relation Extraction Via Piecewise Convolutional Neural Networks IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daojian Zeng; Kang Liu; Yubo Chen; Jun Zhao;
2015	7	WikiQA: A Challenge Dataset For Open-Domain Question Answering IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yi Yang; Wen-tau Yih; Christopher Meek;
2015	8	Finding Function In Form: Compositional Character Models For Open Vocabulary Word Representation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	WANG LING et. al.
2015	9	Classifying Relations Via Long Short Term Memory Networks Along Shortest Dependency Paths IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	YAN XU et. al.
2015	10	Evaluation Methods For Unsupervised Word Embeddings IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Tobias Schnabel; Igor Labutov; David Mimno; Thorsten Joachims;
2015	11	Modeling Relation Paths For Representation Learning Of Knowledge Bases IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	YANKAI LIN et. al.
2015	12	Representing Text For Joint Embedding Of Text And Knowledge Bases IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	KRISTINA TOUTANOVA et. al.
2015	13	An Improved Non-monotonic Transition System For Dependency Parsing IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Matthew Honnibal; Mark Johnson;
2015	14	Multi-Perspective Sentence Similarity Modeling With Convolutional Neural Networks IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hua He; Kevin Gimpel; Jimmy Lin;
2015	15	Deep Convolutional Neural Network Textual Features And Multiple Kernel Learning For Utterance-level Multimodal Sentiment Analysis IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Soujanya Poria; Erik Cambria; Alexander Gelbukh;
2014	1	Glove: Global Vectors For Word Representation IF:10 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jeffrey Pennington; Richard Socher; Christopher Manning;
2014	2	Convolutional Neural Networks For Sentence Classification IF:10 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yoon Kim;
2014	3	A Fast And Accurate Dependency Parser Using Neural Networks IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Danqi Chen; Christopher Manning;
2014	4	Question Answering With Subgraph Embeddings IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Antoine Bordes; Sumit Chopra; Jason Weston;
2014	5	ReferItGame: Referring To Objects In Photographs Of Natural Scenes IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sahar Kazemzadeh; Vicente Ordonez; Mark Matten; Tamara Berg;
2014	6	Efficient Non-parametric Estimation Of Multiple Embeddings Per Word In Vector Space IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Arvind Neelakantan; Jeevan Shankar; Alexandre Passos; Andrew McCallum;
2014	7	Opinion Mining With Deep Recurrent Neural Networks IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ozan İrsoy; Claire Cardie;
2014	8	Knowledge Graph And Text Jointly Embedding IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Zhen Wang; Jianwen Zhang; Jianlin Feng; Zheng Chen;
2014	9	A Neural Network For Factoid Question Answering Over Paragraphs IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mohit Iyyer; Jordan Boyd-Graber; Leonardo Claudino; Richard Socher; Hal Daumé III;
2014	10	A Unified Model For Word Sense Representation And Disambiguation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xinxiong Chen; Zhiyuan Liu; Maosong Sun;
2014	11	Identifying Argumentative Discourse Structures In Persuasive Essays IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Christian Stab; Iryna Gurevych;
2014	12	Chinese Poetry Generation With Recurrent Neural Networks IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xingxing Zhang; Mirella Lapata;
2014	13	A Dependency Parser For Tweets IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	LINGPENG KONG et. al.
2014	14	Learning Image Embeddings Using Convolutional Neural Networks For Improved Multi-Modal Semantics IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Douwe Kiela; Léon Bottou;
2014	15	Developing Age And Gender Predictive Lexica Over Social Media IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	MAARTEN SAP et. al.
2013	1	Recursive Deep Models For Semantic Compositionality Over A Sentiment Treebank IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	RICHARD SOCHER et. al.
2013	2	Semantic Parsing On Freebase From Question-Answer Pairs IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jonathan Berant; Andrew Chou; Roy Frostig; Percy Liang;
2013	3	Recurrent Continuous Translation Models IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nal Kalchbrenner; Phil Blunsom;
2013	4	MCTest: A Challenge Dataset For The Open-Domain Machine Comprehension Of Text IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Matthew Richardson; Christopher J.C. Burges; Erin Renshaw;
2013	5	Bilingual Word Embeddings For Phrase-Based Machine Translation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Will Y. Zou; Richard Socher; Daniel Cer; Christopher D. Manning;
2013	6	Sarcasm As Contrast Between A Positive Sentiment And Negative Situation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	ELLEN RILOFF et. al.
2013	7	Scaling Semantic Parsers With On-the-Fly Ontology Matching IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Tom Kwiatkowski; Eunsol Choi; Yoav Artzi; Luke Zettlemoyer;
2013	8	Deep Learning For Chinese Word Segmentation And POS Tagging IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xiaoqing Zheng; Hanyang Chen; Tianyu Xu;
2013	9	Decoding With Large-Scale Neural Language Models Improves Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ashish Vaswani; Yinggong Zhao; Victoria Fossum; David Chiang;
2013	10	Image Description Using Visual Dependency Representations IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Desmond Elliott; Frank Keller;
2013	11	Joint Language And Translation Modeling With Recurrent Neural Networks IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Auli; Michel Galley; Chris Quirk; Geoffrey Zweig;
2013	12	Relational Inference For Wikification IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xiao Cheng; Dan Roth;
2013	13	Rule-Based Information Extraction Is Dead! Long Live Rule-Based Information Extraction Systems! IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Laura Chiticariu; Yunyao Li; Frederick R. Reiss;
2013	14	Connecting Language And Knowledge Bases With Embedding Models For Relation Extraction IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jason Weston; Antoine Bordes; Oksana Yakhnenko; Nicolas Usunier;
2013	15	Efficient Higher-Order CRFs For Morphological Tagging IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Thomas Mueller; Helmut Schmid; Hinrich Schütze;
2012	1	Semantic Compositionality Through Recursive Matrix-Vector Spaces IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Richard Socher; Brody Huval; Christopher D. Manning; Andrew Y. Ng;
2012	2	Open Language Learning For Information Extraction IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mausam; Michael Schmitz; Stephen Soderland; Robert Bart; Oren Etzioni;
2012	3	Multi-instance Multi-label Learning For Relation Extraction IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mihai Surdeanu; Julie Tibshirani; Ramesh Nallapati; Christopher D. Manning;
2012	4	PATTY: A Taxonomy Of Relational Patterns With Semantic Types IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ndapandula Nakashole; Gerhard Weikum; Fabian Suchanek;
2012	5	Exploring Topic Coherence Over Many Models And Many Topics IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Keith Stevens; Philip Kegelmeyer; David Andrzejewski; David Buttler;
2012	6	A Comparison Of Vector-based Representations For Semantic Composition IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	William Blacoe; Mirella Lapata;
2012	7	A Transition-Based System For Joint Part-of-Speech Tagging And Labeled Non-Projective Dependency Parsing IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Bernd Bohnet; Joakim Nivre;
2012	8	Natural Language Questions For The Web Of Data IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	MOHAMED YAHYA et. al.
2012	9	Supervised Text-based Geolocation Using Language Models On An Adaptive Grid IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Stephen Roller; Michael Speriosu; Sarat Rallapalli; Benjamin Wing; Jason Baldridge;
2012	10	Joint Entity And Event Coreference Resolution Across Documents IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Heeyoung Lee; Marta Recasens; Angel Chang; Mihai Surdeanu; Dan Jurafsky;
2012	11	Automatically Constructing A Normalisation Dictionary For Microblogs IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Bo Han; Paul Cook; Timothy Baldwin;
2012	12	An Empirical Investigation Of Statistical Significance In NLP IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Taylor Berg-Kirkpatrick; David Burkett; Dan Klein;
2012	13	Opinion Target Extraction Using Word-Based Translation Model IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kang Liu; Liheng Xu; Jun Zhao;
2012	14	Weakly Supervised Training Of Semantic Parsers IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jayant Krishnamurthy; Tom Mitchell;
2012	15	Resolving Complex Cases Of Definite Pronouns: The Winograd Schema Challenge IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Altaf Rahman; Vincent Ng;
2011	1	Named Entity Recognition In Tweets: An Experimental Study IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Alan Ritter; Sam Clark; Mausam; Oren Etzioni;
2011	2	Identifying Relations For Open Information Extraction IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Anthony Fader; Stephen Soderland; Oren Etzioni;
2011	3	Semi-Supervised Recursive Autoencoders For Predicting Sentiment Distributions IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Richard Socher; Jeffrey Pennington; Eric H. Huang; Andrew Y. Ng; Christopher D. Manning;
2011	4	Optimizing Semantic Coherence In Topic Models IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Mimno; Hanna Wallach; Edmund Talley; Miriam Leenders; Andrew McCallum;
2011	5	Robust Disambiguation Of Named Entities In Text IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	JOHANNES HOFFART et. al.
2011	6	Rumor Has It: Identifying Misinformation In Microblogs IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Vahed Qazvinian; Emily Rosengren; Dragomir R. Radev; Qiaozhu Mei;
2011	7	Discriminating Gender On Twitter IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	John D. Burger; John Henderson; George Kim; Guido Zarrella;
2011	8	Twitter Catches The Flu: Detecting Influenza Epidemics Using Twitter IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Eiji Aramaki; Sachiko Maskawa; Mizuki Morita;
2011	9	Data-Driven Response Generation In Social Media IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Alan Ritter; Colin Cherry; William B. Dolan;
2011	10	Domain Adaptation Via Pseudo In-Domain Data Selection IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Amittai Axelrod; Xiaodong He; Jianfeng Gao;
2011	11	Random Walk Inference And Learning In A Large Scale Knowledge Base IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ni Lao; Tom Mitchell; William W. Cohen;
2011	12	Corpus-Guided Sentence Generation Of Natural Images IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yezhou Yang; Ching Teo; Hal Daumé III; Yiannis Aloimonos;
2011	13	Experimental Support For A Categorical Compositional Distributional Model Of Meaning IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Edward Grefenstette; Mehrnoosh Sadrzadeh;
2011	14	Multi-Source Transfer Of Delexicalized Dependency Parsers IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ryan McDonald; Slav Petrov; Keith Hall;
2011	15	Tuning As Ranking IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mark Hopkins; Jonathan May;
2010	1	A Latent Variable Model For Geographic Lexical Variation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jacob Eisenstein; Brendan O’Connor; Noah A. Smith; Eric P. Xing;
2010	2	Nouns Are Vectors, Adjectives Are Matrices: Representing Adjective-Noun Constructions In Semantic Space IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Marco Baroni; Roberto Zamparelli;
2010	3	Extracting Opinion Targets In A Single And Cross-Domain Setting With Conditional Random Fields IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Niklas Jakob; Iryna Gurevych;
2010	4	Jointly Modeling Aspects And Opinions With A MaxEnt-LDA Hybrid IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xin Zhao; Jing Jiang; Hongfei Yan; Xiaoming Li;
2010	5	A Multi-Pass Sieve For Coreference Resolution IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	KARTHIK RAGHUNATHAN et. al.
2010	6	Automatic Keyphrase Extraction Via Topic Decomposition IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Zhiyuan Liu; Wenyi Huang; Yabin Zheng; Maosong Sun;
2010	7	Inducing Probabilistic CCG Grammars From Logical Form With Higher-Order Unification IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Tom Kwiatkowksi; Luke Zettlemoyer; Sharon Goldwater; Mark Steedman;
2010	8	Automatic Evaluation Of Translation Quality For Distant Language Pairs IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hideki Isozaki; Tsutomu Hirao; Kevin Duh; Katsuhito Sudoh; Hajime Tsukada;
2010	9	Improving Gender Classification Of Blog Authors IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Arjun Mukherjee; Bing Liu;
2010	10	Discriminative Instance Weighting For Domain Adaptation In Statistical Machine Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	George Foster; Cyril Goutte; Roland Kuhn;
2010	11	Multi-Level Structured Models For Document-Level Sentiment Classification IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ainur Yessenalina; Yisong Yue; Claire Cardie;
2010	12	Dual Decomposition For Parsing With Non-Projective Head Automata IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Terry Koo; Alexander M. Rush; Michael Collins; Tommi Jaakkola; David Sontag;
2010	13	Learning First-Order Horn Clauses From Web Text IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Stefan Schoenmackers; Jesse Davis; Oren Etzioni; Daniel Weld;
2010	14	On Dual Decomposition And Linear Programming Relaxations For Natural Language Processing IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Alexander M. Rush; David Sontag; Michael Collins; Tommi Jaakkola;
2010	15	A Simple Domain-Independent Probabilistic Approach To Generation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Gabor Angeli; Percy Liang; Dan Klein;
2009	1	Labeled LDA: A Supervised Topic Model For Credit Attribution In Multi-labeled Corpora IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel Ramage; David Hall; Ramesh Nallapati; Christopher D. Manning;
2009	2	Fast, Cheap, And Creative: Evaluating Translation Quality Using Amazon’s Mechanical Turk IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Chris Callison-Burch;
2009	3	Phrase Dependency Parsing For Opinion Mining IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yuanbin Wu; Qi Zhang; Xuanjing Huang; Lide Wu;
2009	4	Polylingual Topic Models IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Mimno; Hanna M. Wallach; Jason Naradowsky; David A. Smith; Andrew McCallum;
2009	5	Web-Scale Distributional Similarity And Entity Set Expansion IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Patrick Pantel; Eric Crestan; Arkady Borkovsky; Ana-Maria Popescu; Vishnu Vyas;
2009	6	Human-competitive Tagging Using Automatic Keyphrase Extraction IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Olena Medelyan; Eibe Frank; Ian H. Witten;
2009	7	Clustering To Find Exemplar Terms For Keyphrase Extraction IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Zhiyuan Liu; Peng Li; Yabin Zheng; Maosong Sun;
2009	8	Unsupervised Semantic Parsing IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hoifung Poon; Pedro Domingos;
2009	9	Recognizing Implicit Discourse Relations In The Penn Discourse Treebank IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ziheng Lin; Min-Yen Kan; Hwee Tou Ng;
2009	10	Sentiment Analysis Of Conditional Sentences IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ramanathan Narayanan; Bing Liu; Alok Choudhary;
2009	11	Generating High-Coverage Semantic Orientation Lexicons From Overtly Marked Words And A Thesaurus IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Saif Mohammad; Cody Dunne; Bonnie Dorr;
2009	12	Nested Named Entity Recognition IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jenny Rose Finkel; Christopher D. Manning;
2009	13	Simple Coreference Resolution With Rich Syntactic And Semantic Features IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Aria Haghighi; Dan Klein;
2009	14	Adapting A Polarity Lexicon Using Integer Linear Programming For Domain-Specific Sentiment Classification IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yejin Choi; Claire Cardie;
2009	15	Improved Statistical Machine Translation Using Monolingually-Derived Paraphrases IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yuval Marton; Chris Callison-Burch; Philip Resnik;
2008	1	An Analysis Of Active Learning Strategies For Sequence Labeling Tasks IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Burr Settles; Mark Craven;
2008	2	Studying The History Of Ideas Using Topic Models IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Hall; Daniel Jurafsky; Christopher D. Manning;
2008	3	Revisiting Readability: A Unified Framework For Predicting Text Quality IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Emily Pitler; Ani Nenkova;
2008	4	A Structured Vector Space Model For Word Meaning In Context IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Katrin Erk; Sebastian Padó;
2008	5	Learning With Compositional Semantics As Structural Inference For Subsentential Sentiment Analysis IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yejin Choi; Claire Cardie;
2008	6	Lattice-based Minimum Error Rate Training For Statistical Machine Translation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Wolfgang Macherey; Franz Och; Ignacio Thayer; Jakob Uszkoreit;
2008	7	A Simple And Effective Hierarchical Phrase Reordering Model IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michel Galley; Christopher D. Manning;
2008	8	A Tale Of Two Parsers: Investigating And Combining Graph-based And Transition-based Dependency Parsing IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yue Zhang; Stephen Clark;
2008	9	Multilingual Subjectivity Analysis Using Machine Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Carmen Banea; Rada Mihalcea; Janyce Wiebe; Samer Hassan;
2008	10	Online Large-Margin Training Of Syntactic And Structural Translation Features IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Chiang; Yuval Marton; Philip Resnik;
2008	11	Understanding The Value Of Features For Coreference Resolution IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Eric Bengtson; Dan Roth;
2008	12	Bayesian Unsupervised Topic Segmentation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jacob Eisenstein; Regina Barzilay;
2008	13	Joint Unsupervised Coreference Resolution With Markov Logic IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hoifung Poon; Pedro Domingos;
2008	14	Using Bilingual Knowledge And Ensemble Techniques For Unsupervised Chinese Sentiment Analysis IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xiaojun Wan;
2008	15	Syntactic Constraints On Paraphrases Extracted From Parallel Corpora IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Chris Callison-Burch;
2007	1	Large-Scale Named Entity Disambiguation Based On Wikipedia Data IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Silviu Cucerzan;
2007	2	V-Measure: A Conditional Entropy-Based External Cluster Evaluation Measure IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Andrew Rosenberg; Julia Hirschberg;
2007	3	The CoNLL 2007 Shared Task On Dependency Parsing IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	JOAKIM NIVRE et. al.
2007	4	Factored Translation Models IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Philipp Koehn; Hieu Hoang;
2007	5	Large Language Models In Machine Translation IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Thorsten Brants; Ashok C. Popat; Peng Xu; Franz J. Och; Jeffrey Dean;
2007	6	Online Learning Of Relaxed CCG Grammars For Parsing To Logical Form IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Luke Zettlemoyer; Michael Collins;
2007	7	Using Semantic Roles To Improve Question Answering IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Dan Shen; Mirella Lapata;
2007	8	What Is The Jeopardy Model? A Quasi-Synchronous Grammar For QA IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mengqiu Wang; Noah A. Smith; Teruko Mitamura;
2007	9	Improving Statistical Machine Translation Using Word Sense Disambiguation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Marine Carpuat; Dekai Wu;
2007	10	Low-Quality Product Review Detection In Opinion Summarization IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jingjing Liu; Yunbo Cao; Chin-Yew Lin; Yalou Huang; Ming Zhou;
2007	11	Exploiting Wikipedia As External Knowledge For Named Entity Recognition IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jun’ichi Kazama; Kentaro Torisawa;
2007	12	Characterizing The Errors Of Data-Driven Dependency Parsing Models IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ryan McDonald; Joakim Nivre;
2007	13	Experiments With A Higher-Order Projective Dependency Parser IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xavier Carreras;
2007	14	Dependency Parsing And Domain Adaptation With LR Models And Parser Ensembles IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kenji Sagae; Jun’ichi Tsujii;
2007	15	Building Lexicon For Sentiment Analysis From Massive Collection Of HTML Documents IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nobuhiro Kaji; Masaru Kitsuregawa;
2006	1	Domain Adaptation With Structural Correspondence Learning IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	John Blitzer; Ryan McDonald; Fernando Pereira;
2006	2	Get Out The Vote: Determining Support Or Opposition From Congressional Floor-debate Transcripts IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Matt Thomas; Bo Pang; Lillian Lee;
2006	3	Automatically Assessing Review Helpfulness IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Soo-Min Kim; Patrick Pantel; Tim Chklovski; Marco Pennacchiotti;
2006	4	Fully Automatic Lexicon Expansion For Domain-oriented Sentiment Analysis IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hiroshi Kanayama; Tetsuya Nasukawa;
2006	5	Automatic Classification Of Citation Function IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Simone Teufel; Advaith Siddharthan; Dan Tidhar;
2006	6	Feature Subsumption For Opinion Analysis IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ellen Riloff; Siddharth Patwardhan; Janyce Wiebe;
2006	7	SPMT: Statistical Machine Translation With Syntactified Target Language Phrases IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel Marcu; Wei Wang; Abdessamad Echihabi; Kevin Knight;
2006	8	Broad-Coverage Sense Disambiguation And Information Extraction With A Supersense Sequence Tagger IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Massimiliano Ciaramita; Yasemin Altun;
2006	9	Joint Extraction Of Entities And Relations For Opinion Recognition IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yejin Choi; Eric Breck; Claire Cardie;
2006	10	A Skip-Chain Conditional Random Field For Ranking Meeting Utterances By Importance IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michel Galley;
2006	11	Short Text Authorship Attribution Via Sequence Kernels, Markov Chains And Author Unmasking: An Investigation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Conrad Sanderson; Simon Guenter;
2006	12	Sentiment Retrieval Using Generative Models IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Koji Eguchi; Victor Lavrenko;
2006	13	Solving The Problem Of Cascading Errors: Approximate Bayesian Inference For Linguistic Annotation Pipelines IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jenny Rose Finkel; Christopher D. Manning; Andrew Y. Ng;
2006	14	Phrasetable Smoothing For Statistical Machine Translation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	George Foster; Roland Kuhn; Howard Johnson;
2006	15	Graph-based Word Clustering Using A Web Search Engine IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yutaka Matsuo; Takeshi Sakaki; Kôki Uchiyama; Mitsuru Ishizuka;
2005	1	Recognizing Contextual Polarity In Phrase-Level Sentiment Analysis IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Theresa Wilson; Janyce Wiebe; Paul Hoffmann;
2005	2	Extracting Product Features And Opinions From Reviews IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ana-Maria Popescu; Oren Etzioni;
2005	3	Non-Projective Dependency Parsing Using Spanning Tree Algorithms IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ryan McDonald; Fernando Pereira; Kiril Ribarov; Jan Hajič;
2005	4	A Shortest Path Dependency Kernel For Relation Extraction IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Razvan Bunescu; Raymond Mooney;
2005	5	Emotions From Text: Machine Learning For Text-based Emotion Prediction IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Cecilia Ovesdotter Alm; Dan Roth; Richard Sproat;
2005	6	On Coreference Resolution Performance Metrics IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Xiaoqiang Luo;
2005	7	Identifying Sources Of Opinions With Conditional Random Fields And Extraction Patterns IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yejin Choi; Claire Cardie; Ellen Riloff; Siddharth Patwardhan;
2005	8	Bidirectional Inference With The Easiest-First Strategy For Tagging Sequence Data IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yoshimasa Tsuruoka; Jun’ichi Tsujii;
2005	9	Automatic Question Generation For Vocabulary Assessment IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jonathan Brown; Gwen Frishkoff; Maxine Eskenazi;
2005	10	Recognising Textual Entailment With Logical Inference IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Johan Bos; Katja Markert;
2005	11	Unsupervised Large-Vocabulary Word Sense Disambiguation With Graph-based Algorithms For Sequence Data Labeling IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rada Mihalcea;
2005	12	Extracting Personal Names From Email: Applying Named Entity Recognition To Informal Text IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Einat Minkov; Richard C. Wang; William W. Cohen;
2005	13	A Discriminative Matching Approach To Word Alignment IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ben Taskar; Simon Lacoste-Julien; Dan Klein;
2005	14	Word-Sense Disambiguation For Machine Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Vickrey; Luke Biewald; Marc Teyssier; Daphne Koller;
2005	15	Improving Statistical MT Through Morphological Analysis IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sharon Goldwater; David McClosky;
2004	1	TextRank: Bringing Order Into Text IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rada Mihalcea; Paul Tarau;
2004	2	Statistical Significance Tests For Machine Translation Evaluation IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Philipp Koehn;
2004	3	Applying Conditional Random Fields To Japanese Morphological Analysis IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Taku Kudo; Kaoru Yamamoto; Yuji Matsumoto;
2004	4	Sentiment Analysis Using Support Vector Machines With Diverse Information Sources IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Tony Mullen; Nigel Collier;
2004	5	VerbOcean: Mining The Web For Fine-Grained Semantic Verb Relations IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Timothy Chklovski; Patrick Pantel;
2004	6	Calibrating Features For Semantic Role Labeling IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nianwen Xue; Martha Palmer;
2004	7	Monolingual Machine Translation For Paraphrase Generation IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Chris Quirk; Chris Brockett; William Dolan;
2004	8	LexPageRank: Prestige In Multi-Document Text Summarization IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Güneş Erkan; Dragomir R. Radev;
2004	9	Spelling Correction As An Iterative Process That Exploits The Collective Knowledge Of Web Users IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Silviu Cucerzan; Eric Brill;
2004	10	Adaptation Of Maximum Entropy Capitalizer: Little Data Can Help A Lo IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ciprian Chelba; Alex Acero;
2004	11	Max-Margin Parsing IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ben Taskar; Dan Klein; Mike Collins; Daphne Koller; Christopher Manning;
2004	12	Scaling Web-based Acquisition Of Entailment Relations IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Idan Szpektor; Hristo Tanev; Ido Dagan; Bonaventura Coppola;
2004	13	Chinese Part-of-Speech Tagging: One-at-a-Time Or All-at-Once? Word-Based Or Character-Based? IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hwee Tou Ng; Jin Kiat Low;
2004	14	A Boosting Algorithm For Classification Of Semi-Structured Text IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Taku Kudo; Yuji Matsumoto;
2004	15	Mining Very-Non-Parallel Corpora: Parallel Sentence And Lexicon Extraction Via Bootstrapping And E IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Pascale Fung; Percy Cheung;
2003	1	Towards Answering Opinion Questions: Separating Facts From Opinions And Identifying The Polarity Of Opinion Sentences IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hong Yu; Vasileios Hatzivassiloglou;
2003	2	Learning Extraction Patterns For Subjective Expressions IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ellen Riloff; Janyce Wiebe;
2003	3	Improved Automatic Keyword Extraction Given More Linguistic Knowledge IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Anette Hulth;
2003	4	Sentence Alignment For Monolingual Comparable Corpora IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Regina Barzilay; Noemie Elhadad;
2003	5	A General Framework For Distributional Similarity IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Julie Weeds; David Weir;
2003	6	Supersense Tagging Of Unknown Nouns In WordNet IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Massimiliano Ciaramita; Mark Johnson;
2003	7	Evaluation And Extension Of Maximum Entropy Models With Inequality Constraints IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jun’ichi Kazama; Jun’ichi Tsujii;
2003	8	Identifying Semantic Roles Using Combinatory Categorial Grammar IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel Gildea; Julia Hockenmaier;
2003	9	Statistical Acquisition Of Content Selection Rules For Natural Language Generation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Pablo Ariel Duboue; Kathleen R. McKeown;
2003	10	Use Of Deep Linguistic Features For The Recognition And Labeling Of Semantic Arguments IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	John Chen; Owen Rambow;
2003	11	Maximum Entropy Models For FrameNet Classification IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Fleischman; Namhee Kwon; Eduard Hovy;
2003	12	Log-Linear Models For Wide-Coverage CCG Parsing IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Stephen Clark; James Curran;
2003	13	A Projection Extension Algorithm For Statistical Machine Translation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Christoph Tillmann;
2003	14	Using LTAG Based Features In Parse Reranking IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Libin Shen; Anoop Sarkar; Aravind Joshi;
2003	15	Using The Web In Machine Learning For Other-Anaphora Resolution IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Natalia N. Modjeska; Katja Markert; Malvina Nissim;
2002	1	Thumbs Up? Sentiment Classification Using Machine Learning Techniques IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Bo Pang; Lillian Lee; Shivakumar Vaithyanathan;
2002	2	Discriminative Training Methods For Hidden Markov Models: Theory And Experiments With Perceptron Algorithms IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Collins;
2002	3	Kernel Methods For Relation Extraction IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Dmitry Zelenko; Chinatsu Aone; Anthony Richardella;
2002	4	A Bootstrapping Method For Learning Semantic Lexicons Using Extraction Pattern Contexts IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Thelen; Ellen Riloff;
2002	5	An Analysis Of The AskMSR Question-Answering System IF:7 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Eric Brill; Susan Dumais; Michele Banko;
2002	6	An Empirical Evaluation Of Knowledge Sources And Learning Algorithms For Word Sense Disambiguation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yoong Keok Lee; Hwee Tou Ng;
2002	7	Phrasal Cohesion And Statistical Machine Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Heidi Fox;
2002	8	Generation Of Word Graphs In Statistical Machine Translation IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nicola Ueffing; Franz Josef Och; Hermann Ney;
2002	9	Conditional Structure Versus Conditional Estimation In NLP Models IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Dan Klein; Christopher D. Manning;
2002	10	Using The Web To Overcome Data Sparseness IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Frank Keller; Maria Lapata; Olga Ourioupina;
2002	11	Extentions To HMM-based Statistical Word Alignment Models IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kristina Toutanova; H. Tolga Ilhan; Christopher Manning;
2002	12	The Influence Of Minimum Edit Distance On Reference Resolution IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Strube; Stefan Rapp; Christoph Müller;
2002	13	Ensemble Methods For Automatic Thesaurus Extraction IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	James Curran;
2002	14	Bootstrapping Lexical Choice Via Multiple-Sequence Alignment IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Regina Barzilay; Lillian Lee;
2002	15	User-Friendly Text Prediction For Translators IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	George Foster; Philippe Langlais; Guy Lapalme;
2001	1	Corpus Variation And Parser Performance IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel Gildea;
2001	2	Limitations Of Co-Training For Natural Language Learning From Large Datasets IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Pierce; Claire Cardie;
2001	3	Stacking Classifiers For Anti-Spam Filtering Of E-Mail IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	GEORGIOS SAKKIS et. al.
2001	4	Detecting Short Passages Of Similar Text In Large Document Collections IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Caroline Lyon; James Malcolm; Bob Dickerson;
2001	5	Classifying The Semantic Relations In Noun Compounds Via A Domain-Specific Lexical Hierarchy IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Barbara Rosario; Marti Hearst;
2001	6	Is Knowledge-Free Induction Of Multiword Unit Dictionary Headwords A Solved Problem? IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Patrick Schone; Daniel Jurafsky;
2001	7	Hybrid Text Mining For Finding Abbreviations And Their Definitions IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Youngja Park; Roy J. Byrd;
2001	8	Knowledge Sources For Word-Level Translation Models IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Philipp Koehn; Kevin Knight;
2001	9	A Sequential Model For Multi-Class Classification IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yair Even-Zohar; Dan Roth;
2001	10	The Unknown Word Problem: A Morphological Analysis Of Japanese Using Maximum Entropy Aided By A Dictionary IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kiyotaka Uchimoto; Satoshi Sekine; Hitoshi Isahara;
2001	11	Comparing Data-Driven Learning Algorithms For PoS Tagging Of Swedish IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Beáta Megyesi;
2001	12	Feature Space Restructuring For SVMs With Application To Text Categorization IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hiroya Takamura; Yuji Matsumoto;
2001	13	Information Extraction Using The Structured Language Model IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ciprian Chelba; Milind Mahajan;
2001	14	Using Bins To Empirically Estimate Term Weights For Text Categorization IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Carl Sable; Kenneth W. Church;
2001	15	Impact Of Quality And Quantity Of Corpora On Stochastic Generation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Srinivas Bangalore; John Chen; Owen Rambow;
2000	1	Enriching The Knowledge Sources Used In A Maximum Entropy Part-of-Speech Tagger IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kristina Toutanvoa; Christopher D. Manning;
2000	2	Japanese Dependency Structure Analysis Based On Support Vector Machines IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Taku Kudo; Yuji Matsumoto;
2000	3	Automated Construction Of Database Interfaces: Intergrating Statistical And Relational Learning For Semantic Parsing IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Lappoon R. Tang; Raymond J. Mooney;
2000	4	Topic Analysis Using A Finite Mixture Model IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hang Li; Kenji Yamanishi;
2000	5	Sample Selection For Statistical Grammar Induction IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rebecca Hwa;
2000	6	A Uniform Method Of Grammar Extraction And Its Applications IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Fei Xia; Martha Palmer; Aravind Joshi;
2000	7	One Sense Per Collocation And Genre/Topic Variations IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Martinez; Eneko Agirre;
2000	8	A Machine Learning Approach To Answering Questions For Reading Comprehension Tests IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Hwee Tou Ng; Leong Hwee Teo; Jennifer Lai Pheng Kwan;
2000	9	What’s Yours And What’s Mine: Determining Intellectual Attribution In Scientific Text IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Simone Teufel; Marc Moens;
2000	10	An Empirical Study Of The Domain Dependence Of Supervised Word Disambiguation Systems IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Gerard Escudero; Lluis Marquez; German Rigau;
2000	11	Statistical Filtering And Subcategorization Frame Acquisition IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Anna Korhonen; Genevieve Gorrell; Diana McCarthy;
2000	12	A Statistical Model For Parsing And Word-Sense Disambiguation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel M. Bikel;
2000	13	Cross-lingual Information Retrieval Using Hidden Markov Models IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jinxi Xu; Ralph Weischedel;
2000	14	Automatic WordNet Mapping Using Word Sense Disambiguation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Daniel M. Bikel;
2000	15	Error-driven HMM-based Chunk Tagger With Context-dependent Lexicon IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	GuoDong Zhou; Jian Su;
1999	1	Unsupervised Models For Named Entity Classification IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michael Collins; Yoram Singer;
1999	2	Improved Alignment Models For Statistical Machine Translation IF:8 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Franz Josef Och; Christoph Tillmann; Hermann Ney;
1999	3	Language Independent Named Entity Recognition Combining Morphological And Contextual Evidence IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Silviu Cucerzan; David Yarowsky;
1999	4	Detecting Text Similarity Over Short Passages: Exploring Linguistic Feature Combinations Via Machine Learning IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Vasileios Hatzivassiloglou; Judith L. Klavans; Eleazar Eskin;
1999	5	Noun Phrase Coreference As Clustering IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Claire Cardie; Kiri Wagstaff;
1999	6	Boosting Applied To Tagging And PP Attachment IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Steven Abney; Robert E. Schapire; Yoram Singer;
1999	7	A Learning Approach To Shallow Parsing IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Marcia Muñoz; Vasin Punyakanok; Dan Roth; Dav Zimak;
1999	8	Cascaded Grammatical Relation Assignment IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sabine Buchholz; Jorn Veenstra; Walter Daelemans;
1999	9	Automatic Construction Of Weighted String Similarity Measures IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jorg Tiedemann;
1999	10	Determining The Specificity Of Nouns From Text IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sharon A. Caraballo; Eugene Charniak;
1999	11	Exploiting Diversity In Natural Language Processing: Combining Parsers IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	John C. Henderson; Eric Brill;
1999	12	Word Informativeness And Automatic Pitch Accent Modeling IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Shimei Pan; Kathleen R. McKeown;
1999	13	Text-Translation Alignment: Three Languages Are Better Than Two IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michel Simard;
1999	14	Using Subcategorization To Resolve Verb Class Ambiguity IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Maria Lapata; Chris Brew;
1999	15	Taking The Load Off The Conference Chairs-towards A Digital Paper-routing Assistant IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Yarowsky; Radu Florian;
1998	1	Valence Induction With A Head-Lexicalized PCFG IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Glenn Carroll; Mats Rooth;
1998	2	Measures For Corpus Similarity And Homogeneity IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Adam Kilgarriff; Tony Rose;
1998	3	Dynamic Coreference-Based Summarization IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Breck Baldwin; Thomas S. Morton;
1998	4	Japanese Dependency Structure Analysis Based On Lexicalized Statistics IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Masakazu Fujio; Yuji Matsumoto;
1998	5	Word-Sense Distinguishability And Inter-Coder Agreement IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rebecca Bruce; Janyce Wiebe;
1998	6	Automatic Insertion Of Accents In French Text IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michel Simard;
1998	7	Multilingual Robust Anaphora Resolution IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ruslan Mitkov; Lamia Belguith; Malgorzata Stys;
1998	8	Category Levels In Hierarchical Text Categorization IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Stephen D’Alessio; Keitha Murray; Robert Schiaffino; Aaron Kershenbaum;
1998	9	A Comparison Of Criteria For Maximum Entropy/ Minimum Divergence Feature Selection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Adam Berger; Harry Printz;
1998	10	Aligning Clattses In Parallel Texts IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sotiris Boutsis; Stelios Piperidis;
1998	11	An Empirical Evaluation On Statistical Parsing Of Japanese Sentences Using Lexical Association Statistics IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kiyoaki Shirai; Kentaro Inui; Takenobu Tokunaga; Hozumi Tanaka;
1997	1	A Linear Observed Time Statistical Parser Based On Maximum Entropy Models IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Adwait Ratnaparkhi;
1997	2	A Corpus-Based Approach For Building Semantic Lexicons IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ellen Riloff; Jessica Shepherd;
1997	3	Mistake-Driven Learning In Text Categorization IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ido Dagan; Yael Karov; Dan Roth;
1997	4	Aggregate And Mixed-order Markov Models For Statistical Language Processing IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Lawrence Saul; Fernando Pereira;
1997	5	Distinguishing Word Senses In Untagged Text IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Ted Pedersen; Rebecca Bruce;
1997	6	Text Segmentation Using Exponential Models IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Doug Beeferman; Adam Berger; John Lafferty;
1997	7	Automatic Discovery Of Non-Compositional Compounds In Parallel Data IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	I. Dan Melamed;
1997	8	Name Searching And Information Retrieval IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Paul Thompson; Christopher C. Dozier;
1997	9	Probabilistic Coreference In Information Extraction IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Andrew Kehler;
1997	10	Global Thresholding And Multiple-Pass Parsing IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Joshua Goodman;
1997	11	Learning To Tag Multilingual Texts Through Observation IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Scott W. Bennett; Chinatsu Aone;
1997	12	An Empirical Approach To Temporal Reference Resolution IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Janyce Wiebe; Tom O’Hara; Kenneth McKeever; Thorsten Ohrstrom-Sandgren;
1997	13	Detecting Subject Boundaries Within Text: A Language Independent Statistical Approach IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Korin Richmond; Andrew Smith; Einat Amitay;
1997	14	Tagging Grammatical Functions IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Thorsten Brants; Wojciech Skut; Brigitte Krenn;
1997	15	An Efficient Distribution Of Labor In A Two Stage Robust Interpretation Process IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Carolyn Penstein Rose; Alon Lavie;
1996	1	A Maximum Entropy Model For Part-Of-Speech Tagging IF:9 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Adwait Ratnaparkhi;
1996	2	Comparative Experiments On Disambiguating Word Senses: An Illustration Of The Role Of Bias In Machine Learning IF:6 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Raymond J. Mooney;
1996	3	Figures Of Merit For Best-First Probabilistic Chart Parsing IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sharon A. Caraballo; Eugene Charniak;
1996	4	A Geometric Approach To Mapping Bitext Correspondence IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	I. Dan Melamed;
1996	5	Efficient Algorithms For Parsing The DOP Model IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Joshua Goodman;
1996	6	Apportioning Development Effort In A Probabilistic LR Parsing System Through Evaluation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	John Carroll; Ted Briscoe;
1996	7	Combining Hand-crafted Rules And Unsupervised Learning In Constraint-based Morphological Disambiguation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Kemal Oflazer; Gokhan Tur;
1996	8	Automating Feature Set Selection For Case-Based Learning Of Linguistic Knowledge IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Claire Cardie;
1996	9	Modeling Conversational Speech For Speech Recognition IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Marie Meteer; Rukmini Iyer;
1996	10	The Measure Of A Model IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rebecca Bruce; Janyce Wiebe; Ted Pedersen;
1996	11	Automatic Extraction Of New Words From Japanese Texts Using Generalized Forward-Backward Search IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Masaaki Nagata;