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 601–620 of 620 papers

Title	Date	Tasks	Status
The Netlog Corpus. A Resource for the Study of Flemish Dutch Internet Language	May 1, 2012	LemmatizationPOS	—Unverified
UBY-LMF -- A Uniform Model for Standardizing Heterogeneous Lexical-Semantic Resources in ISO-LMF	May 1, 2012	Semantic Role LabelingWord Sense Disambiguation	—Unverified
Empty Argument Insertion in the Hindi PropBank	May 1, 2012	Semantic Role Labeling	—Unverified
Evaluating automatic cross-domain Dutch semantic role annotation	May 1, 2012	Coreference ResolutionDiversity	—Unverified
The Dependency-Parsed FrameNet Corpus	May 1, 2012	Dependency ParsingPOS	—Unverified
Semantic Role Labeling with the Swedish FrameNet	May 1, 2012	Semantic Role Labeling	—Unverified
Dynamic web service deployment in a cloud environment	May 1, 2012	Semantic Role LabelingSpeech Recognition	—Unverified
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles	May 1, 2012	ArticlesSemantic Role Labeling	—Unverified
Automatic word alignment tools to scale production of manually aligned parallel texts	May 1, 2012	Machine TranslationSemantic Role Labeling	—Unverified
Associative and Semantic Features Extracted From Web-Harvested Corpora	May 1, 2012	ClassificationGeneral Classification	—Unverified
Improving the Recall of a Discourse Parser by Constraint-based Postprocessing	May 1, 2012	ChunkingSemantic Role Labeling	—Unverified
A Bayesian Approach to Unsupervised Semantic Role Induction	Apr 1, 2012	Machine TranslationNatural Language Inference	—Unverified
Framework of Semantic Role Assignment based on Extended Lexical Conceptual Structure: Comparison with VerbNet and FrameNet	Apr 1, 2012	Semantic ParsingSemantic Role Labeling	—Unverified
Inferring Selectional Preferences from Part-Of-Speech N-grams	Apr 1, 2012	Dependency ParsingMachine Translation	—Unverified
UBY - A Large-Scale Unified Lexical-Semantic Resource Based on LMF	Apr 1, 2012	Question AnsweringSemantic Role Labeling	—Unverified
MaltOptimizer: An Optimization Tool for MaltParser	Apr 1, 2012	Dependency ParsingPart-Of-Speech Tagging	—Unverified
Semantic Role Labeling of Implicit Arguments for Nominal Predicates	Jan 1, 2012	Machine TranslationQuestion Answering	—Unverified
Semi-Supervised Semantic Role Labeling via Structural Alignment	Jan 1, 2012	Semantic Role Labeling	—Unverified
Modality and Negation: An Introduction to the Special Issue	Jan 1, 2012	NegationSemantic Role Labeling	—Unverified
Natural Language Processing (almost) from Scratch	Mar 2, 2011	Chunkingnamed-entity-recognition	CodeCode Available

Show:10 25 50

← PrevPage 13 of 13Next →

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