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 176–200 of 620 papers

Title	Date	Tasks	Status
Generalizing Natural Language Analysis through Span-relation Representations	Nov 10, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Multi-Sentence Argument Linking	Nov 9, 2019	coreference-resolutionCoreference Resolution	—Unverified
Controlled Crowdsourcing for High-Quality QA-SRL Annotation	Nov 8, 2019	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available
Semi-Supervised Semantic Role Labeling with Cross-View Training	Nov 1, 2019	Dependency ParsingFeature Engineering	—Unverified
VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling	Nov 1, 2019	Semantic Role Labeling	—Unverified
A General-Purpose Algorithm for Constrained Sequential Inference	Nov 1, 2019	Constituency ParsingSemantic Role Labeling	—Unverified
Auditing Deep Learning processes through Kernel-based Explanatory Models	Nov 1, 2019	Deep LearningSemantic Role Labeling	—Unverified
LIMIT-BERT : Linguistic Informed Multi-Task BERT	Oct 31, 2019	Multi-Task LearningPOS	—Unverified
Syntax-Enhanced Self-Attention-Based Semantic Role Labeling	Oct 24, 2019	Semantic Role LabelingSentence	—Unverified
Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks	Oct 7, 2019	Semantic Role LabelingSentence	CodeCode Available
Robust Semantic Parsing with Adversarial Learning for Domain Generalization	Oct 1, 2019	domain classificationDomain Generalization	—Unverified
Question Answering is a Format; When is it Useful?	Sep 25, 2019	Machine TranslationQuestion Answering	—Unverified
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling	Sep 21, 2019	Semantic Role Labeling	CodeCode Available
Subword ELMo	Sep 18, 2019	Dependency ParsingNatural Language Inference	—Unverified
Reasoning Over Semantic-Level Graph for Fact Checking	Sep 9, 2019	Claim VerificationFact Checking	—Unverified
Semantic Role Labeling with Iterative Structure Refinement	Sep 7, 2019	Semantic Role LabelingSentence	CodeCode Available
Semantics-aware BERT for Language Understanding	Sep 5, 2019	Language ModelingLanguage Modelling	CodeCode Available
From Textual Information Sources to Linked Data in the Agatha Project	Sep 3, 2019	named-entity-recognitionNamed Entity Recognition	—Unverified
Automatic Propbank Generation for Turkish	Sep 1, 2019	Information RetrievalMachine Translation	—Unverified
Dependency-Based Self-Attention for Transformer NMT	Sep 1, 2019	DecoderMachine Translation	—Unverified
ULSAna: Universal Language Semantic Analyzer	Sep 1, 2019	Semantic Role Labeling	—Unverified
Semantic Role Labeling with Pretrained Language Models for Known and Unknown Predicates	Sep 1, 2019	ClassificationGeneral Classification	—Unverified
Syntax-aware Multilingual Semantic Role Labeling	Sep 1, 2019	Semantic Role Labeling	CodeCode Available
Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role Labeling	Aug 29, 2019	DecoderSemantic Role Labeling	CodeCode Available
Semantic Role Labeling with Associated Memory Network	Aug 5, 2019	Semantic Role LabelingSentence	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