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 551–575 of 620 papers

Title	Date	Tasks	Status
Enhancing Opinion Role Labeling with Semantic-Aware Word Representations from Semantic Role Labeling	Jun 1, 2019	Fine-Grained Opinion AnalysisOpinion Mining	CodeCode Available
Context-aware Frame-Semantic Role Labeling	Jan 1, 2015	Question AnsweringScene Generation	CodeCode Available
Improving Aspect-Based Sentiment with End-to-End Semantic Role Labeling Model	Jul 27, 2023	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Speaker attribution in German parliamentary debates with QLoRA-adapted large language models	Sep 18, 2023	ArticlesLanguage Modeling	CodeCode Available
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical Questions	Dec 1, 2016	Part-Of-Speech TaggingQuestion Answering	CodeCode Available
Deep Semantic Role Labeling with Self-Attention	Dec 5, 2017	GPUNatural Language Understanding	CodeCode Available
Better call Saul: Flexible Programming for Learning and Inference in NLP	Dec 1, 2016	Part-Of-Speech TaggingProbabilistic Programming	CodeCode Available
Text Simplification for Comprehension-based Question-Answering	Sep 28, 2021	Machine TranslationQuestion Answering	CodeCode Available
Semantic Role Labeling for Learner Chinese: the Importance of Syntactic Parsing and L2-L1 Parallel Data	Aug 28, 2018	Semantic ParsingSemantic Role Labeling	CodeCode Available
Predicate Representations and Polysemy in VerbNet Semantic Parsing	Jun 1, 2021	Semantic ParsingSemantic Role Labeling	CodeCode Available
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling	Nov 12, 2019	Chinese Semantic Role LabelingMulti-Task Learning	CodeCode Available
A Span Selection Model for Semantic Role Labeling	Oct 4, 2018	modelSemantic Role Labeling	CodeCode Available
CogCompNLP: Your Swiss Army Knife for NLP	May 1, 2018	Semantic Role Labeling	CodeCode Available
Semantic Role Labeling Guided Out-of-distribution Detection	May 29, 2023	Out-of-Distribution DetectionSemantic Role Labeling	CodeCode Available
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario Context	Oct 10, 2024	Data AugmentationDecoder	CodeCode Available
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning	Nov 7, 2023	In-Context LearningLanguage Modeling	CodeCode Available
A Unified Syntax-aware Framework for Semantic Role Labeling	Oct 1, 2018	Machine TranslationQuestion Answering	CodeCode Available
PriMeSRL-Eval: A Practical Quality Metric for Semantic Role Labeling Systems Evaluation	Oct 12, 2022	Semantic Role LabelingSentence	CodeCode Available
Extracting Entities of Interest from Comparative Product Reviews	Oct 31, 2023	Semantic Role Labeling	CodeCode Available
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models	May 1, 2022	Semantic Role Labeling	CodeCode Available
Extracting Victim Counts from Text	Feb 23, 2023	Dependency ParsingHumanitarian	CodeCode Available
MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset	May 13, 2022	Semantic Role Labeling	CodeCode Available
Influence Functions for Sequence Tagging Models	Oct 25, 2022	named-entity-recognitionNamed Entity Recognition	CodeCode Available
Deep Semantic Role Labeling: What Works and What's Next	Jul 1, 2017	Predicate DetectionSemantic Role Labeling	CodeCode Available
The ACoLi CoNLL Libraries: Beyond Tab-Separated Values	May 1, 2018	Coreference ResolutionSemantic Role Labeling	CodeCode Available

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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