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 576–600 of 620 papers

Title	Date	Tasks	Status
On Amortizing Inference Cost for Structured Prediction	Jul 1, 2012	Combinatorial OptimizationDependency Parsing	—Unverified
Joint Chinese Word Segmentation, POS Tagging and Parsing	Jul 1, 2012	Chinese Word SegmentationPart-Of-Speech Tagging	—Unverified
Improving NLP through Marginalization of Hidden Syntactic Structure	Jul 1, 2012	Named Entity Recognition (NER)Relation Extraction	—Unverified
SemEval-2012 Task 6: A Pilot on Semantic Textual Similarity	Jul 1, 2012	Coreference ResolutionMachine Translation	—Unverified
UTD-SpRL: A Joint Approach to Spatial Role Labeling	Jul 1, 2012	Semantic Role Labeling	—Unverified
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity	Jul 1, 2012	Machine TranslationNamed Entity Recognition (NER)	—Unverified
SemEval-2012 Task 5: Chinese Semantic Dependency Parsing	Jul 1, 2012	Dependency ParsingInformation Retrieval	—Unverified
Zhijun Wu: Chinese Semantic Dependency Parsing with Third-Order Features	Jul 1, 2012	Dependency ParsingSemantic Dependency Parsing	—Unverified
An Exact Dual Decomposition Algorithm for Shallow Semantic Parsing with Constraints	Jul 1, 2012	Semantic ParsingSemantic Role Labeling	—Unverified
Unsupervised Induction of a Syntax-Semantics Lexicon Using Iterative Refinement	Jul 1, 2012	Semantic Role Labeling	—Unverified
``Could you make me a favour and do coffee, please?'': Implications for Automatic Error Correction in English and Dutch	Jul 1, 2012	Semantic Role Labeling	—Unverified
Applying Collocation Segmentation to the ACL Anthology Reference Corpus	Jul 1, 2012	Language ModellingMachine Translation	—Unverified
QuickView: NLP-based Tweet Search	Jul 1, 2012	Named Entity Recognition (NER)Semantic Role Labeling	—Unverified
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation	Jul 1, 2012	Chinese Word SegmentationDependency Parsing	—Unverified
Unsupervised Semantic Role Induction with Global Role Ordering	Jul 1, 2012	Language ModellingSemantic 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
Sentence Simplification by Monolingual Machine Translation	Jul 1, 2012	Machine TranslationSemantic Role Labeling	—Unverified
Crosslingual Induction of Semantic Roles	Jul 1, 2012	Machine TranslationMorphological Analysis	—Unverified
KrakeN: N-ary Facts in Open Information Extraction	Jun 1, 2012	Open Information ExtractionSemantic Role Labeling	—Unverified
A Pilot PropBank Annotation for Quranic Arabic	Jun 1, 2012	Machine TranslationSemantic Role Labeling	—Unverified
Processing modality and negation	Jun 1, 2012	NegationSemantic Role Labeling	—Unverified
Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP	Jun 1, 2012	Dependency ParsingFeature Engineering	—Unverified
Unsupervised Induction of Frame-Semantic Representations	Jun 1, 2012	Semantic ParsingSemantic Role Labeling	—Unverified
The Netlog Corpus. A Resource for the Study of Flemish Dutch Internet Language	May 1, 2012	LemmatizationPOS	—Unverified
The Dependency-Parsed FrameNet Corpus	May 1, 2012	Dependency ParsingPOS	—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