Semantic Role Labeling

Semantic role labeling aims to model the predicate-argument structure of a sentence and is often described as answering "Who did what to whom". BIO notation is typically used for semantic role labeling.

Example:

| Housing | starts | are | expected | to | quicken | a | bit | from | August’s | pace | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | B-ARG1 | I-ARG1 | O | O | O | V | B-ARG2 | I-ARG2 | B-ARG3 | I-ARG3 | I-ARG3 |

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 476–500 of 620 papers

Title	Date	Tasks	Status
Question Answering is a Format; When is it Useful?	Sep 25, 2019	Machine TranslationQuestion Answering	—Unverified
QuickView: NLP-based Tweet Search	Jul 1, 2012	Named Entity Recognition (NER)Semantic Role Labeling	—Unverified
Reasoning Over Semantic-Level Graph for Fact Checking	Sep 9, 2019	Claim VerificationFact Checking	—Unverified
Recognizing Implied Predicate-Argument Relationships in Textual Inference	Jun 1, 2014	Natural Language InferenceQuestion Answering	—Unverified
Recognizing Spatial Containment Relations between Event Mentions	Mar 1, 2013	Semantic Role Labeling	—Unverified
Recurrent Neural Network Based Loanwords Identification in Uyghur	Oct 1, 2016	Information RetrievalLanguage Modeling	—Unverified
RED: A Reference Dependency Based MT Evaluation Metric	Aug 1, 2014	Machine TranslationSemantic Role Labeling	—Unverified
Reducing Approximation and Estimation Errors for Chinese Lexical Processing with Heterogeneous Annotations	Jul 1, 2012	Chinese Word SegmentationPart-Of-Speech Tagging	—Unverified
REFRACTIVE: An Open Source Tool to Extract Knowledge from Syntactic and Semantic Relations	May 1, 2014	Knowledge GraphsRelation Extraction	—Unverified
Remove Noise and Keep Truth: A Noisy Channel Model for Semantic Role Labeling	Nov 16, 2021	Semantic Role Labeling	—Unverified
Representation Learning Using Multi-Task Deep Neural Networks for Semantic Classification and Information Retrieval	May 1, 2015	Domain Adaptationdomain classification	—Unverified
Resource-Lean Modeling of Coherence in Commonsense Stories	Apr 1, 2017	Cloze TestReading Comprehension	—Unverified
Retrieval Term Prediction Using Deep Learning Methods	Oct 1, 2016	ChunkingDeep Learning	—Unverified
Revisiting Arabic Semantic Role Labeling using SVM Kernel Methods	Dec 1, 2012	Boundary DetectionSemantic Role Labeling	—Unverified
Right-truncatable Neural Word Embeddings	Jun 1, 2016	Dependency ParsingMachine Translation	—Unverified
Robust Part-of-speech Tagging of Arabic Text	Jul 1, 2015	Machine TranslationMorphological Analysis	—Unverified
Robust Semantic Parsing with Adversarial Learning for Domain Generalization	Oct 1, 2019	domain classificationDomain Generalization	—Unverified
Scaling Semantic Frame Annotation	Jun 1, 2015	Machine TranslationSemantic Role Labeling	—Unverified
Selectional Preferences for Semantic Role Classification	Jan 1, 2013	ClassificationGeneral Classification	—Unverified
Semantic-aware Dynamic Retrospective-Prospective Reasoning for Event-level Video Question Answering	May 14, 2023	Question AnsweringSemantic Role Labeling	—Unverified
Semantic Cohesion Model for Phrase-Based SMT	Dec 1, 2012	Machine Translationmodel	—Unverified
Semantic Frame Identification with Distributed Word Representations	Jun 1, 2014	Semantic ParsingSemantic Role Labeling	—Unverified
Semantic Framework for Comparison Structures in Natural Language	Sep 1, 2015	Open-Domain Question AnsweringQuestion Answering	—Unverified
Semantic Proto-Roles	Jan 1, 2015	Semantic Role Labeling	—Unverified
Semantic Role Labeling	Jun 1, 2013	Semantic Role Labeling	—Unverified

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All datasets OntoNotes CoNLL 2005 CoNLL05 Brown CoNLL05 WSJ CoNLL12 CoNLL-2009 CoNLL-2012

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	F1	88.59	—	Unverified
2	CRF2o + RoBERTa	F1	88.32	—	Unverified
3	MRC-SRL	F1	88.3	—	Unverified
4	ReCAT(pretrained on wikitext103)	F1	88	—	Unverified
5	SRL-MM + XLNet	F1	87.67	—	Unverified
6	CRF2o + BERT	F1	87.66	—	Unverified
7	RoBERTa+RegCCRF	F1	87.51	—	Unverified
8	RoBERTa+CRF	F1	87.27	—	Unverified
9	BiLSTM-Span (Ensemble)	F1	87	—	Unverified
10	BiLSTM-Span	F1	86.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MRC-SRL	F1	90	—	Unverified
2	SRL-MM + XLNet	F1	89.8	—	Unverified
3	CRF2o + RoBERTa	F1	89.54	—	Unverified
4	HeSyFu	F1	89.04	—	Unverified
5	CRF2o + BERT	F1	89.03	—	Unverified
6	Mohammadshahi and Henderson (2021)	F1	88.93	—	Unverified
7	BiLSTM-Span (Ensemble, predicates given)	F1	88.5	—	Unverified
8	CRF2o	F1	87.87	—	Unverified
9	Li et al. (2019) (Ensemble)	F1	87.7	—	Unverified
10	BiLSTM-Span	F1	87.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task w/ finetune	F1	92.1	—	Unverified
2	DeepStruct multi-task	F1	92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	95.5	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	95.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	97.2	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours (High-Order model)	F1 (Arg.)	90.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	Avg. F1	88.59	—	Unverified