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 1–25 of 620 papers

Title	Date	Tasks	Status	Hype	Score
N-LTP: An Open-source Neural Language Technology Platform for Chinese	Sep 24, 2020	Chinese Word SegmentationDependency Parsing	CodeCode Available	3	5
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model	Jun 14, 2022	Decision MakingNews Classification	CodeCode Available	2	5
Improved Semantic Role Labeling using Parameterized Neighborhood Memory Adaptation	Nov 29, 2020	Semantic ParsingSemantic Role Labeling	CodeCode Available	1	5
Evaluating Factual Consistency of Texts with Semantic Role Labeling	May 22, 2023	Semantic Role LabelingText Generation	CodeCode Available	1	5
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles	May 25, 2022	BenchmarkingEvent Argument Extraction	CodeCode Available	1	5
Human-like Controllable Image Captioning with Verb-specific Semantic Roles	Mar 22, 2021	Caption Generationcontrollable image captioning	CodeCode Available	1	5
Deep contextualized word representations	Feb 15, 2018	Citation Intent ClassificationConversational Response Selection	CodeCode Available	1	5
AllenNLP: A Deep Semantic Natural Language Processing Platform	Mar 20, 2018	Natural Language UnderstandingReading Comprehension	CodeCode Available	1	5
An MRC Framework for Semantic Role Labeling	Sep 14, 2021	Computational EfficiencyMachine Reading Comprehension	CodeCode Available	1	5
ELIT: Emory Language and Information Toolkit	Sep 8, 2021	AMR ParsingConstituency Parsing	CodeCode Available	1	5
Finding a Balanced Degree of Automation for Summary Evaluation	Sep 23, 2021	Natural Language InferenceSemantic Role Labeling	CodeCode Available	1	5
A Structured Span Selector	May 8, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1	5
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs	Apr 19, 2022	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	1	5
Augmenting Transformers with Recursively Composed Multi-grained Representations	Sep 28, 2023	Constituency Grammar InductionNatural Language Inference	CodeCode Available	1	5
An Incremental Parser for Abstract Meaning Representation	Aug 22, 2016	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	1	5
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling	Aug 1, 2021	Semantic Role LabelingSemantic Role Labeling (predicted predicates)	CodeCode Available	1	5
Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic Approach	Dec 1, 2020	Semantic Role Labeling	CodeCode Available	1	5
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training Corpus	Apr 14, 2020	Natural Language UnderstandingSemantic Role Labeling	CodeCode Available	1	5
A Benchmark for Structured Procedural Knowledge Extraction from Cooking Videos	May 2, 2020	Action DetectionForm	CodeCode Available	1	5
A Graph-Based Neural Model for End-to-End Frame Semantic Parsing	Sep 25, 2021	graph constructionSemantic Parsing	CodeCode Available	1	5
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBank	Nov 7, 2019	Semantic Role Labeling	CodeCode Available	1	5
Do Syntax Trees Help Pre-trained Transformers Extract Information?	Aug 20, 2020	Graph Neural Networknamed-entity-recognition	CodeCode Available	1	5
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1	5
BERTje: A Dutch BERT Model	Dec 19, 2019	Language ModelingLanguage Modelling	CodeCode Available	1	5
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph Parsing	Dec 6, 2021	Chinese Word Segmentationnamed-entity-recognition	CodeCode Available	1	5

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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