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COLING
2010

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Learning Summary Content Units with Topic Modeling

13 years 7 months ago

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In the field of multi-document summarization, the Pyramid method has become an important approach for evaluating machine-generated summaries. The method is based on the manual ann...

Leonhard Hennig, Ernesto William De Luca, Sahin Al...

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Id	Views	Title	Status

1	408	Learning Summary Content Units with Topic Modeling	claim
2	302	Fast-Champollion: A Fast and Robust Sentence Alignment Algorithm	claim
3	248	An Exploration of Features for Recognizing Word Emotion	claim
4	239	The Right Tools: Reflections on Computation and Language	claim
5	236	Resolving Surface Forms to Wikipedia Topics	claim
6	234	Unsupervised Discriminative Language Model Training for Machine Translation using Simulated Confusion Sets	claim
7	225	Enhanced Sentiment Learning Using Twitter Hashtags and Smileys	claim
8	223	Active Deep Networks for Semi-Supervised Sentiment Classification	claim
9	220	HowNet and Its Computation of Meaning	claim
10	218	Bipolar Person Name Identification of Topic Documents Using Principal Component Analysis	claim
11	212	Automatic Extraction of Cue Phrases for Cross-Corpus Dialogue Act Classification	claim
12	211	Citation Author Topic Model in Expert Search	claim
13	205	Automatic Persian WordNet Construction	claim
14	204	Recognizing Medication related Entities in Hospital Discharge Summaries using Support Vector Machine	claim
15	200	Jointly Modeling WSD and SRL with Markov Logic	claim
16	199	Contextual Recommendation based on Text Mining	claim
17	198	Automatic Temporal Expression Normalization with Reference Time Dynamic-Choosing	claim
18	194	Syntax Based Reordering with Automatically Derived Rules for Improved Statistical Machine Translation	claim
19	194	Topic-Based Bengali Opinion Summarization	claim
20	191	Mining Large-scale Comparable Corpora from Chinese-English News Collections	claim
21	187	Disambiguating Dynamic Sentiment Ambiguous Adjectives	claim
22	187	A Novel Method for Bilingual Web Page Acquisition from Search Engine Web Records	claim
23	187	Improving Graph-based Dependency Parsing with Decision History	claim
24	186	LTP: A Chinese Language Technology Platform	claim
25	185	DL Meet FL: A Bidirectional Mapping between Ontologies and Linguistic Knowledge	claim
26	184	A Multiple-Domain Ontology Builder	claim
27	180	Automatic analysis of semantic similarity in comparable text through syntactic tree matching	claim
28	180	Extracting and Ranking Product Features in Opinion Documents	claim
29	178	Automatically Learning Source-side Reordering Rules for Large Scale Machine Translation	claim
30	175	A High-Performance Syntactic and Semantic Dependency Parser	claim
31	175	Antelogue: Pronoun Resolution for Text and Dialogue	claim
32	174	Open Entity Extraction from Web Search Query Logs	claim
33	173	Opinion Target Extraction in Chinese News Comments	claim
34	173	A Monolingual Tree-based Translation Model for Sentence Simplification	claim
35	172	Composition of Semantic Relations: Model and Applications	claim
36	171	Inducing Fine-Grained Semantic Classes via Hierarchical and Collective Classification	claim
37	170	Text Summarization of Turkish Texts using Latent Semantic Analysis	claim
38	169	Best Topic Word Selection for Topic Labelling	claim
39	169	A Comparison of Models for Cost-Sensitive Active Learning	claim
40	168	A Logistic Regression Model of Determiner Omission in PPs	claim
41	166	Maximum Metric Score Training for Coreference Resolution	claim
42	165	Extraction of Multi-word Expressions from Small Parallel Corpora	claim
43	165	A Paraphrasing System for Transforming Regular Expressions into Honorifics	claim
44	164	A Large Scale Ranker-Based System for Search Query Spelling Correction	claim
45	164	An Efficient Shift-Reduce Decoding Algorithm for Phrased-Based Machine Translation	claim
46	164	Multiword Expressions in the wild? The mwetoolkit comes in handy	claim
47	163	Annotation Tool for Discourse in PDT	claim
48	162	Chinese Frame Identification using T-CRF Model	claim
49	161	Constituent Reordering and Syntax Models for English-to-Japanese Statistical Machine Translation	claim
50	160	Shallow Information Extraction from Medical Forum Data	claim
51	158	Contextual Modeling for Meeting Translation Using Unsupervised Word Sense Disambiguation	claim
52	158	Applying Syntactic, Semantic and Discourse Constraints in Chinese Temporal Annotation	claim
53	156	Automatic Acquisition of Lexical Formality	claim
54	156	Paraphrases and Applications	claim
55	154	Building Systematic Reviews Using Automatic Text Classification Techniques	claim
56	153	Automatic generation of inter-passage links based on semantic similarity	claim
57	153	Conundrums in Unsupervised Keyphrase Extraction: Making Sense of the State-of-the-Art	claim
58	153	Cloud Computing for Linguists	claim
59	152	Better Arabic Parsing: Baselines, Evaluations, and Analysis	claim
60	152	Automatic Treebank Conversion via Informed Decoding	claim
61	151	Local lexical adaptation in Machine Translation through triangulation: SMT helping SMT	claim
62	150	Discriminative Induction of Sub-Tree Alignment using Limited Labeled Data	claim
63	149	String-to-Dependency Statistical Machine Translation	claim
64	148	Filling Knowledge Gaps in Text for Machine Reading	claim
65	147	What Computational Linguists Can Learn from Psychologists (and Vice Versa)	claim
66	147	Comparison of different algebras for inducing the temporal structure of texts	claim
67	147	Semi-supervised Semantic Pattern Discovery with Guidance from Unsupervised Pattern Clusters	claim
68	147	Negative Feedback: The Forsaken Nature Available for Re-ranking	claim
69	146	Latent Mixture of Discriminative Experts for Multimodal Prediction Modeling	claim
70	146	The Bag-of-Opinions Method for Review Rating Prediction from Sparse Text Patterns	claim
71	146	Entity Disambiguation for Knowledge Base Population	claim
72	146	Automatic Committed Belief Tagging	claim
73	146	Multilingual Summarization Evaluation without Human Models	claim
74	144	Are We Near the End of the Journal?	claim
75	144	Feature-Rich Discriminative Phrase Rescoring for SMT	claim
76	144	Hierarchical Phrase-based Machine Translation with Word-based Reordering Model	claim
77	144	Notes on the Evaluation of Dependency Parsers Obtained Through Cross-Lingual Projection	claim
78	144	Syntax-Driven Machine Translation as a Model of ESL Revision	claim
79	144	Bilingual lexicon extraction from comparable corpora using in-domain terms	claim
80	143	Entropy, the Indus Script, and Language: A Reply to R. Sproat	claim
81	143	Adaptive Development Data Selection for Log-linear Model in Statistical Machine Translation	claim
82	143	Automatic Discovery of Feature Sets for Dependency Parsing	claim
83	143	A Comparative Study on Ranking and Selection Strategies for Multi-Document Summarization	claim
84	142	Near-synonym Lexical Choice in Latent Semantic Space	claim
85	141	Towards a Unified Approach to Simultaneous Single-Document and Multi-Document Summarizations	claim
86	141	Dependency-Based Bracketing Transduction Grammar for Statistical Machine Translation	claim
87	140	Realization of Discourse Relations by Other Means: Alternative Lexicalizations	claim
88	140	An Evaluation Framework for Plagiarism Detection	claim
89	139	Benchmarking for syntax-based sentential inference	claim
90	138	Modeling Socio-Cultural Phenomena in Discourse	claim
91	138	A Novel Reordering Model Based on Multi-layer Phrase for Statistical Machine Translation	claim
92	138	Controlling Listening-oriented Dialogue using Partially Observable Markov Decision Processes	claim
93	138	Improving Corpus Comparability for Bilingual Lexicon Extraction from Comparable Corpora	claim
94	138	Kernel-based Reranking for Named-Entity Extraction	claim
95	138	Cross-Market Model Adaptation with Pairwise Preference Data for Web Search Ranking	claim
96	138	A Semantic Network Approach to Measuring Relatedness	claim
97	138	Informed ways of improving data-driven dependency parsing for German	claim
98	137	Data-Driven Parsing with Probabilistic Linear Context-Free Rewriting Systems	claim
99	137	An Empirical Study on Web Mining of Parallel Data	claim
100	137	Finding the Storyteller: Automatic Spoiler Tagging using Linguistic Cues	claim
101	137	A Structured Vector Space Model for Hidden Attribute Meaning in Adjective-Noun Phrases	claim
102	137	Detecting Speech Repairs Incrementally Using a Noisy Channel Approach	claim
103	136	Emotion Cause Detection with Linguistic Constructions	claim
104	136	Multi-Sentence Compression: Finding Shortest Paths in Word Graphs	claim
105	136	FactRank: Random Walks on a Web of Facts	claim
106	136	Discriminative Training for Near-Synonym Substitution	claim
107	136	Estimating Linear Models for Compositional Distributional Semantics	claim
108	136	What's in a Preposition? Dimensions of Sense Disambiguation for an Interesting Word Class	claim
109	136	Finite-state Scriptural Translation	claim
110	136	Unsupervised Part of Speech Tagging Using Unambiguous Substitutes from a Statistical Language Model	claim
111	136	Dependency-Driven Feature-based Learning for Extracting Protein-Protein Interactions from Biomedical Text	claim
112	134	Query Rewriting Using Monolingual Statistical Machine Translation	claim
113	134	Improved Discriminative ITG Alignment using Hierarchical Phrase Pairs and Semi-supervised Training	claim
114	134	Towards Automatic Building of Document Keywords	claim
115	133	Local Space-Time Smoothing for Version Controlled Documents	claim
116	132	Summarizing Short Stories	claim
117	132	Multi-Document Summarization via the Minimum Dominating Set	claim
118	132	Acquisition of Unknown Word Paradigms for Large-Scale Grammars	claim
119	132	PyCWN: a Python Module for Chinese Wordnet	claim
120	131	Structure-Aware Review Mining and Summarization	claim
121	131	Dependency-driven Anaphoricity Determination for Coreference Resolution	claim
122	131	Bridging Topic Modeling and Personalized Search	claim
123	131	Log-linear weight optimisation via Bayesian Adaptation in Statistical Machine Translation	claim
124	130	Reply to Rao et al. and Lee et al	claim
125	130	Detection of Simple Plagiarism in Computer Science Papers	claim
126	130	Enhancing Cross Document Coreference of Web Documents with Context Similarity and Very Large Scale Text Categorization	claim
127	130	Expressing OWL axioms by English sentences: dubious in theory, feasible in practice	claim
128	129	Urdu and Hindi: Translation and sharing of linguistic resources	claim
129	129	Chinese Sentence-Level Sentiment Classification Based on Fuzzy Sets	claim
130	129	Benchmarking of Statistical Dependency Parsers for French	claim
131	128	TimeML Events Recognition and Classification: Learning CRF Models with Semantic Roles	claim
132	128	Unsupervised Synthesis of Multilingual Wikipedia Articles	claim
133	128	Head-modifier Relation based Non-lexical Reordering Model for Phrase-Based Translation	claim
134	127	Sentiment Classification and Polarity Shifting	claim
135	127	Entity-Focused Sentence Simplification for Relation Extraction	claim
136	127	Bringing Active Learning to Life	claim
137	127	Boosting Relation Extraction with Limited Closed-World Knowledge	claim
138	127	Evaluating FrameNet-style semantic parsing: the role of coverage gaps in FrameNet	claim
139	127	Utilizing User-input Contextual Terms for Query Disambiguation	claim
140	126	The Noisy Channel Model for Unsupervised Word Sense Disambiguation	claim
141	126	Discriminative Word Alignment by Linear Modeling	claim
142	126	Broad Coverage Multilingual Deep Sentence Generation with a Stochastic Multi-Level Realizer	claim
143	126	RTG based surface realisation for TAG	claim
144	126	Kernel Slicing: Scalable Online Training with Conjunctive Features	claim
145	126	Standardizing Wordnets in the ISO Standard LMF: Wordnet-LMF for GermaNet	claim
146	126	Improving Name Origin Recognition with Context Features and Unlabelled Data	claim
147	126	Comparing the performance of two TAG-based surface realisers using controlled grammar traversal	claim
148	126	Semantic Classification of Automatically Acquired Nouns using Lexico-Syntactic Clues	claim
149	125	Automated Translation of Semantic Relationships	claim
150	125	A Global Relaxation Labeling Approach to Coreference Resolution	claim
151	125	Enhancing Multi-lingual Information Extraction via Cross-Media Inference and Fusion	claim
152	125	EM-based Hybrid Model for Bilingual Terminology Extraction from Comparable Corpora	claim
153	124	Hierarchical Phrase-Based Translation with Weighted Finite-State Transducers and Shallow-n Grammars	claim
154	124	Complexity, Parsing, and Factorization of Tree-Local Multi-Component Tree-Adjoining Grammar	claim
155	124	Learning to Annotate Scientific Publications	claim
156	124	A Comparison of Features for Automatic Readability Assessment	claim
157	124	An Empirical Study of Translation Rule Extraction with Multiple Parsers	claim
158	123	Reranking Models in Fine-grained Opinion Analysis	claim
159	123	Challenges from Information Extraction to Information Fusion	claim
160	123	Have2eat: a Restaurant Finder with Review Summarization for Mobile Phones	claim
161	122	Simultaneous Ranking and Clustering of Sentences: A Reinforcement Approach to Multi-Document Summarization	claim
162	122	A Review Selection Approach for Accurate Feature Rating Estimation	claim
163	122	Generative Alignment and Semantic Parsing for Learning from Ambiguous Supervision	claim
164	122	YanFa: An Online Automatic Scoring and Intelligent Feedback System of Student English-Chinese Translation	claim
165	121	Discourse Constraints for Document Compression	claim
166	121	2D Trie for Fast Parsing	claim
167	121	Paraphrase Alignment for Synonym Evidence Discovery	claim
168	121	Exploring the Data-Driven Prediction of Prepositions in English	claim
169	120	Failure is an Orphan (Let's Adopt)	claim
170	120	Generating Tailored, Comparative Descriptions with Contextually Appropriate Intonation	claim
171	120	A Graph-Theoretic Framework for Semantic Distance	claim
172	120	Semi-supervised dependency parsing using generalized tri-training	claim
173	120	Resolving Object and Attribute Coreference in Opinion Mining	claim
174	120	Metaphor Identification Using Verb and Noun Clustering	claim
175	120	Word-based and Character-based Word Segmentation Models: Comparison and Combination	claim
176	120	Word Space Modeling for Measuring Semantic Specificity in Chinese	claim
177	119	Unsupervised phonemic Chinese word segmentation using Adaptor Grammars	claim
178	119	Dependency Forest for Statistical Machine Translation	claim
179	119	Discriminant Ranking for Efficient Treebanking	claim
180	119	A Learnable Constraint-based Grammar Formalism	claim
181	118	Automatically Identifying the Source Words of Lexical Blends in English	claim
182	118	Semantic Role Features for Machine Translation	claim
183	118	Unsupervised cleansing of noisy text	claim
184	118	Cross-Lingual Induction for Deep Broad-Coverage Syntax: A Case Study on German Participles	claim
185	118	E-HowNet and Automatic Construction of a Lexical Ontology	claim
186	117	Disentangling Chat	claim
187	117	Generating Phrasal and Sentential Paraphrases: A Survey of Data-Driven Methods	claim
188	117	Efficient Statement Identification for Automatic Market Forecasting	claim
189	117	A Cross-lingual Annotation Projection Approach for Relation Detection	claim
190	117	Corpus-based Semantic Class Mining: Distributional vs. Pattern-Based Approaches	claim
191	117	Two Methods for Extending Hierarchical Rules from the Bilingual Chart Parsing	claim
192	117	Search with Synonyms: Problems and Solutions	claim
193	116	A Discriminative Latent Variable-Based "DE" Classifier for Chinese-English SMT	claim
194	116	Investigating the cross-linguistic potential of VerbNet-style classification	claim
195	116	Language-Specific Sentiment Analysis in Morphologically Rich Languages	claim
196	116	Predicting Discourse Connectives for Implicit Discourse Relation Recognition	claim
197	116	Streaming Cross Document Entity Coreference Resolution	claim
198	115	Tree Topological Features for Unlexicalized Parsing	claim
199	115	Chasing the ghost: recovering empty categories in the Chinese Treebank	claim
200	114	Re-structuring, Re-labeling, and Re-aligning for Syntax-Based Machine Translation	claim
201	114	Opinosis: A Graph Based Approach to Abstractive Summarization of Highly Redundant Opinions	claim
202	114	Exploiting Background Knowledge for Relation Extraction	claim
203	114	Exploring variation across biomedical subdomains	claim
204	114	Robust Measurement and Comparison of Context Similarity for Finding Translation Pairs	claim
205	114	Fast, Greedy Model Minimization for Unsupervised Tagging	claim
206	114	Filtered Ranking for Bootstrapping in Event Extraction	claim
207	114	A Method for Automatically Generating a Mediatory Summary to Verify Credibility of Information on the Web	claim
208	113	Broad-Coverage Parsing Using Human-Like Memory Constraints	claim
209	113	Simple and Efficient Algorithm for Approximate Dictionary Matching	claim
210	112	Knowing What to Believe (when you already know something)	claim
211	112	EMMA: A novel Evaluation Metric for Morphological Analysis	claim
212	112	Forest-guided Supertagger Training	claim
213	112	A Utility-Driven Approach to Question Ranking in Social QA	claim
214	112	Sentiment Translation through Multi-Edge Graphs	claim
215	111	Learning Tractable Word Alignment Models with Complex Constraints	claim
216	111	Ancient Symbols, Computational Linguistics, and the Reviewing Practices of the General Science Journals	claim
217	111	Opinion Summarization with Integer Linear Programming Formulation for Sentence Extraction and Ordering	claim
218	110	Does GIZA++ Make Search Errors?	claim
219	110	EMDC: A Semi-supervised Approach for Word Alignment	claim
220	110	Nonparametric Word Segmentation for Machine Translation	claim
221	110	SemanticRank: Ranking Keywords and Sentences Using Semantic Graphs	claim
222	110	Verbs are where all the action lies: Experiences of Shallow Parsing of a Morphologically Rich Language	claim
223	110	Incremental Chinese Lexicon Extraction with Minimal Resources on a Domain-Specific Corpus	claim
224	110	Machine Transliteration: Leveraging on Third Languages	claim
225	110	Document Expansion Based on WordNet for Robust IR	claim
226	110	Text Mining for Automatic Image Tagging	claim
227	110	Learning Phrase Boundaries for Hierarchical Phrase-based Translation	claim
228	110	Argument Optionality in the LinGO Grammar Matrix	claim
229	109	Multilingual Subjectivity: Are More Languages Better?	claim
230	109	Semantic Role Labeling for News Tweets	claim
231	109	Evaluation of Dependency Parsers on Unbounded Dependencies	claim
232	109	Dimensionality Reduction for Text using Domain Knowledge	claim
233	108	Large Scale Parallel Document Mining for Machine Translation	claim
234	108	Identifying Multi-word Expressions by Leveraging Morphological and Syntactic Idiosyncrasy	claim
235	108	An Empirical Study on Learning to Rank of Tweets	claim
236	108	Heterogeneous Parsing via Collaborative Decoding	claim
237	108	Towards the Adequate Evaluation of Morphosyntactic Taggers	claim
238	108	COMUNICA - A Question Answering System for Brazilian Portuguese	claim
239	107	Recognising Entailment within Discourse	claim
240	107	Ukwabelana - An open-source morphological Zulu corpus	claim
241	107	Linguistic Cues for Distinguishing Literal and Non-Literal Usages	claim
242	107	Morphological Analysis Can Improve a CCG Parser for English	claim
243	107	A framework for representing lexical resources	claim
244	106	An ontology-driven system for detecting global health events	claim
245	106	The Role of Queries in Ranking Labeled Instances Extracted from Text	claim
246	106	A Multi-Domain Web-Based Algorithm for POS Tagging of Unknown Words	claim
247	106	Comparing Sanskrit Texts for Critical Editions	claim
248	106	Designing Agreement Features for Realization Ranking	claim
249	105	What Is Not in the Bag of Words for Why-QA?	claim
250	105	Learning the Scope of Negation via Shallow Semantic Parsing	claim
251	105	Word Sense Disambiguation-based Sentence Similarity	claim
252	105	Controlled Natural Languages for Knowledge Representation	claim
253	104	Linguistically Annotated Reordering: Evaluation and Analysis	claim
254	104	Plagiarism Detection across Distant Language Pairs	claim
255	104	Learning to Predict Readability using Diverse Linguistic Features	claim
256	104	Joint Tokenization and Translation	claim
257	104	Improving the Quality of Text Understanding by Delaying Ambiguity Resolution	claim
258	104	Semi-Supervised WSD in Selectional Preferences with Semantic Redundancy	claim
259	104	Towards Automated Related Work Summarization	claim
260	104	Varro: An Algorithm and Toolkit for Regular Structure Discovery in Treebanks	claim
261	103	Enhancing Morphological Alignment for Translating Highly Inflected Languages	claim
262	103	Joint Parsing and Translation	claim
263	102	Comparing Language Similarity across Genetic and Typologically-Based Groupings	claim
264	102	Simplicity is Better: Revisiting Single Kernel PPI Extraction	claim
265	102	Evaluating N-gram based Evaluation Metrics for Automatic Keyphrase Extraction	claim
266	102	A Vector Space Model for Subjectivity Classification in Urdu aided by Co-Training	claim
267	101	Fred Jelinek	claim
268	101	Translation Model Generalization using Probability Averaging for Machine Translation	claim
269	101	A Working Report on Statistically Modeling Dative Variation in Mandarin Chinese	claim
270	101	Automatic Generation of Semantic Fields for Annotating Web Images	claim
271	101	Confidence Measures for Error Discrimination in an Interactive Predictive Parsing Framework	claim
272	101	A Formal Scheme for Multimodal Grammars	claim
273	100	Sorting Texts by Readability	claim
274	100	Improved Unsupervised Sentence Alignment for Symmetrical and Asymmetrical Parallel Corpora	claim
275	100	Interpreting Pointing Gestures and Spoken Requests - A Probabilistic, Salience-based Approach	claim
276	100	A Study on Position Information in Document Summarization	claim
277	99	Grouping Product Features Using Semi-Supervised Learning with Soft-Constraints	claim
278	99	Measuring the Non-compositionality of Multiword Expressions	claim
279	99	A Hierarchical Classifier Applied to Multi-way Sentiment Detection	claim
280	99	Topic Models for Meaning Similarity in Context	claim
281	98	Utilizing Variability of Time and Term Content, within and across Users in Session Detection	claim
282	97	Towards an optimal weighting of context words based on distance	claim
283	97	Learning Web Query Patterns for Imitating Wikipedia Articles	claim
284	97	The True Score of Statistical Paraphrase Generation	claim
285	96	Normal-form parsing for Combinatory Categorial Grammars with generalized composition and type-raising	claim
286	96	Using Web-scale N-grams to Improve Base NP Parsing Performance	claim
287	96	Build Chinese Emotion Lexicons Using A Graph-based Algorithm and Multiple Resources	claim
288	96	Visually and Phonologically Similar Characters in Incorrect Simplified Chinese Words	claim
289	96	Machine Translation with Lattices and Forests	claim
290	96	Going Beyond Traditional QA Systems: Challenges and Keys in Opinion Question Answering	claim
291	95	Automatic Detection of Non-deverbal Event Nouns for Quick Lexicon Production	claim
292	95	Leveraging Multiple MT Engines for Paraphrase Generation	claim
293	95	Tibetan Number Identification Based on Classification of Number Components in Tibetan Word Segmentation	claim
294	94	Phrase Structure Parsing with Dependency Structure	claim
295	94	Collective Semantic Role Labeling on Open News Corpus by Leveraging Redundancy	claim
296	94	Chart Pruning for Fast Lexicalised-Grammar Parsing	claim
297	94	Robust Sentiment Detection on Twitter from Biased and Noisy Data	claim
298	94	A Linguistically Grounded Graph Model for Bilingual Lexicon Extraction	claim
299	93	Dynamic Parameters for Cross Document Coreference	claim
300	93	Effective Constituent Projection across Languages	claim
301	92	Global topology of word co-occurrence networks: Beyond the two-regime power-law	claim
302	91	Fast and Accurate Arc Filtering for Dependency Parsing	claim
303	91	Metaphor Interpretation and Context-based Affect Detection	claim
304	90	A Minimum Error Weighting Combination Strategy for Chinese Semantic Role Labeling	claim
305	90	Generating Learner-Like Morphological Errors in Russian	claim
306	89	Instance Sense Induction from Attribute Sets	claim
307	89	HCAMiner: Mining Concept Associations for Knowledge Discovery through Concept Chain Queries	claim
308	88	Top Accuracy and Fast Dependency Parsing is not a Contradiction	claim
309	88	Toward Qualitative Evaluation of Textual Entailment Systems	claim
310	87	Syntactic Scope Resolution in Uncertainty Analysis	claim
311	87	Recognition of Affect, Judgment, and Appreciation in Text	claim
312	87	Integrating N-best SMT Outputs into a TM System	claim
313	86	Global Ranking via Data Fusion	claim
314	85	Value for Money: Balancing Annotation Effort, Lexicon Building and Accuracy for Multilingual WSD	claim
315	85	Fluency Constraints for Minimum Bayes-Risk Decoding of Statistical Machine Translation Lattices	claim
316	85	Evaluating Dependency Representations for Event Extraction	claim
317	85	Improving Reordering with Linguistically Informed Bilingual n-grams	claim
318	85	PanLex and LEXTRACT: Translating all Words of all Languages of the World	claim
319	84	Constraining robust constructions for broad-coverage parsing with precision grammars	claim
320	84	Citation Summarization Through Keyphrase Extraction	claim
321	84	Dual-Space Re-ranking Model for Document Retrieval	claim
322	80	Hungarian Corpus of Light Verb Constructions	claim
323	80	Exploiting Structured Ontology to Organize Scattered Online Opinions	claim
324	80	Self-Annotation for fine-grained geospatial relation extraction	claim
325	80	A comparison of unsupervised methods for Part-of-Speech Tagging in Chinese	claim
326	78	End-to-End Coreference Resolution via Hypergraph Partitioning	claim
327	78	Exploiting Paraphrases and Deferred Sense Commitment to Interpret Questions more Reliably	claim
328	76	A Rhetorical Syntax-Driven Model for Speech Summarization	claim

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