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 251–275 of 620 papers

Title	Date	Tasks	Status	Hype
A Fine-grained Large-scale Analysis of Coreference Projection	Jun 1, 2018	Opinion MiningPart-Of-Speech Tagging	—Unverified	0
KOI at SemEval-2018 Task 5: Building Knowledge Graph of Incidents	Jun 1, 2018	ArticlesClustering	—Unverified	0
Multimodal Frame Identification with Multilingual Evaluation	Jun 1, 2018	Common Sense ReasoningSemantic Role Labeling	—Unverified	0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings	Jun 1, 2018	ArticlesChunking	—Unverified	0
Supervised Open Information Extraction	Jun 1, 2018	Knowledge Base PopulationNatural Language Inference	—Unverified	0
Character-Level Models versus Morphology in Semantic Role Labeling	May 30, 2018	Semantic Role Labeling	CodeCode Available	0
Polyglot Semantic Role Labeling	May 29, 2018	Dependency ParsingSemantic Dependency Parsing	—Unverified	0
Large-Scale QA-SRL Parsing	May 14, 2018	Semantic Role Labeling	CodeCode Available	0
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling	May 12, 2018	Semantic Role Labeling	CodeCode Available	0
Deep RNNs Encode Soft Hierarchical Syntax	May 11, 2018	Dependency ParsingLanguage Modeling	—Unverified	0
Persian Discourse Treebank and coreference corpus	May 1, 2018	Coreference ResolutionSemantic Role Labeling	—Unverified	0
Neural Models of Selectional Preferences for Implicit Semantic Role Labeling	May 1, 2018	Semantic Role Labeling	CodeCode Available	0
The Circumstantial Event Ontology (CEO) and ECB+/CEO: an Ontology and Corpus for Implicit Causal Relations between Events	May 1, 2018	Semantic Role Labeling	—Unverified	0
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available	0
The New Propbank: Aligning Propbank with AMR through POS Unification	May 1, 2018	POSSemantic Role Labeling	—Unverified	0
CogCompNLP: Your Swiss Army Knife for NLP	May 1, 2018	Semantic Role Labeling	CodeCode Available	0
Integrating Generative Lexicon Event Structures into VerbNet	May 1, 2018	Semantic ParsingSemantic Role Labeling	—Unverified	0
The ACoLi CoNLL Libraries: Beyond Tab-Separated Values	May 1, 2018	Coreference ResolutionSemantic Role Labeling	CodeCode Available	0
Transfer of Frames from English FrameNet to Construct Chinese FrameNet: A Bilingual Corpus-Based Approach	May 1, 2018	Semantic Role Labeling	—Unverified	0
Annotating Temporally-Anchored Spatial Knowledge by Leveraging Syntactic Dependencies	May 1, 2018	Semantic Role Labeling	—Unverified	0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank	May 1, 2018	Dependency ParsingMorphological Analysis	—Unverified	0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language	May 1, 2018	Entity LinkingMachine Reading Comprehension	—Unverified	0
Linguistically-Informed Self-Attention for Semantic Role Labeling	Apr 23, 2018	Dependency ParsingMulti-Task Learning	CodeCode Available	0
Linguistically-Informed Self-Attention for Semantic Role Labeling	Apr 8, 2018	Dependency ParsingMulti-Task Learning	—Unverified	0
AllenNLP: A Deep Semantic Natural Language Processing Platform	Mar 20, 2018	Natural Language UnderstandingReading Comprehension	CodeCode Available	1

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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