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 31–40 of 620 papers

Title	Date	Tasks	Status	Hype
Evaluating Factual Consistency of Texts with Semantic Role Labeling	May 22, 2023	Semantic Role LabelingText Generation	CodeCode Available	1
Interpretable Automatic Fine-grained Inconsistency Detection in Text Summarization	May 23, 2023	Semantic Role LabelingText Summarization	CodeCode Available	1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs	Apr 19, 2022	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	1
Augmenting Transformers with Recursively Composed Multi-grained Representations	Sep 28, 2023	Constituency Grammar InductionNatural Language Inference	CodeCode Available	1
Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic Approach	Dec 1, 2020	Semantic Role Labeling	CodeCode Available	1
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training Corpus	Apr 14, 2020	Natural Language UnderstandingSemantic Role Labeling	CodeCode Available	1
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBank	Nov 7, 2019	Semantic Role Labeling	CodeCode Available	1
An Incremental Parser for Abstract Meaning Representation	Aug 22, 2016	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer Learning	Jan 4, 2021	Cross-Lingual TransferDependency Parsing	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