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 51–75 of 620 papers

Title	Date	Tasks	Status	Hype
Iterative Span Selection: Self-Emergence of Resolving Orders in Semantic Role Labeling	Oct 1, 2022	Semantic Role Labeling	—Unverified	0
Semantic Role Labeling for Sentiment Inference: A Case Study	Sep 1, 2022	Semantic Role Labeling	—Unverified	0
Heterogeneous Line Graph Transformer for Math Word Problems	Aug 11, 2022	MathRepresentation Learning	—Unverified	0
Label Definitions Improve Semantic Role Labeling	Jul 1, 2022	Semantic Role LabelingSentence	CodeCode Available	0
PropBank Comes of Age—Larger, Smarter, and more Diverse	Jul 1, 2022	Semantic Role Labeling	—Unverified	0
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model	Jun 14, 2022	Decision MakingNews Classification	CodeCode Available	2
Syntax-driven Approach for Semantic Role Labeling	Jun 1, 2022	POSSemantic Role Labeling	CodeCode Available	0
Universal Proposition Bank 2.0	Jun 1, 2022	Semantic Role LabelingSentence	—Unverified	0
Universal Semantic Annotator: the First Unified API for WSD, SRL and Semantic Parsing	Jun 1, 2022	Semantic ParsingSemantic Role Labeling	—Unverified	0
The Robotic Surgery Procedural Framebank	Jun 1, 2022	Natural Language UnderstandingSemantic Parsing	CodeCode Available	0
Using Semantic Role Labeling to Improve Neural Machine Translation	Jun 1, 2022	Machine TranslationNMT	—Unverified	0
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles	May 25, 2022	BenchmarkingEvent Argument Extraction	CodeCode Available	1
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
Transition-based Semantic Role Labeling with Pointer Networks	May 20, 2022	Machine TranslationQuestion Answering	CodeCode Available	0
MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset	May 13, 2022	Semantic Role Labeling	CodeCode Available	0
A Structured Span Selector	May 8, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
SRL4E – Semantic Role Labeling for Emotions: A Unified Evaluation Framework	May 1, 2022	Semantic Role LabelingSentence	CodeCode Available	1
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models	May 1, 2022	Semantic Role Labeling	CodeCode Available	0
Probing for Predicate Argument Structures in Pretrained Language Models	May 1, 2022	Semantic Role Labeling	CodeCode Available	0
Findings of the CONSTRAINT 2022 Shared Task on Detecting the Hero, the Villain, and the Victim in Memes	May 1, 2022	Semantic Role Labeling	—Unverified	0
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance	May 1, 2022	Semantic Role Labeling	—Unverified	0
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs	Apr 19, 2022	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	1
Zero-shot Cross-lingual Conversational Semantic Role Labeling	Apr 11, 2022	Response GenerationSemantic Role Labeling	CodeCode Available	0
Fast and Accurate Span-based Semantic Role Labeling as Graph Parsing	Jan 16, 2022	Semantic Role LabelingSentence	—Unverified	0
An MRC Framework for Semantic Role Labeling	Jan 16, 2022	Computational EfficiencyMachine Reading Comprehension	—Unverified	0

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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