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 576–600 of 620 papers

Title	Date	Tasks	Status
Probing for Predicate Argument Structures in Pretrained Language Models	May 1, 2022	Semantic Role Labeling	CodeCode Available
Annotating FrameNet via Structure-Conditioned Language Generation	Jun 7, 2024	Data AugmentationSemantic Role Labeling	CodeCode Available
Transition-based Semantic Role Labeling with Pointer Networks	May 20, 2022	Machine TranslationQuestion Answering	CodeCode Available
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	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
Constraining Linear-chain CRFs to Regular Languages	Jun 14, 2021	Semantic Role LabelingStructured Prediction	CodeCode Available
Semantic Role Labeling with Heterogeneous Syntactic Knowledge	Dec 1, 2020	Semantic Role Labeling	CodeCode Available
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	CodeCode Available
Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks	Oct 7, 2019	Semantic Role LabelingSentence	CodeCode Available
Semantic Role Labeling with Iterative Structure Refinement	Sep 7, 2019	Semantic Role LabelingSentence	CodeCode Available
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available
Natural Language Processing (almost) from Scratch	Mar 2, 2011	Chunkingnamed-entity-recognition	CodeCode Available
A Primal Dual Formulation For Deep Learning With Constraints	Dec 1, 2019	Deep LearningEntity Typing	CodeCode Available
A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role Labeling	Jan 10, 2017	Semantic Role Labeling	CodeCode Available
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and Propagation	Aug 1, 2013	Collaborative FilteringNatural Language Inference	CodeCode Available
Neural Models of Selectional Preferences for Implicit Semantic Role Labeling	May 1, 2018	Semantic Role Labeling	CodeCode Available
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference Networks	Oct 6, 2020	Machine TranslationRepresentation Learning	CodeCode Available
Neural Semantic Role Labeling with Dependency Path Embeddings	May 24, 2016	Semantic Role Labeling	CodeCode Available
Semantics-aware BERT for Language Understanding	Sep 5, 2019	Language ModelingLanguage Modelling	CodeCode Available
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling	May 12, 2018	Semantic Role Labeling	CodeCode Available
Joint Semantic Analysis with Document-Level Cross-Task Coherence Rewards	Oct 12, 2020	coreference-resolutionCoreference Resolution	CodeCode Available
Generalizing Natural Language Analysis through Span-relation Representations	Nov 10, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
UniteD-SRL: A Unified Dataset for Span- and Dependency-Based Multilingual and Cross-Lingual Semantic Role Labeling	Nov 1, 2021	Cross-Lingual TransferSemantic Role Labeling	CodeCode Available
Character-Level Models versus Morphology in Semantic Role Labeling	May 30, 2018	Semantic 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