SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–575 of 620 papers

TitleStatusHype
Bootstrapping Semantic Role Labelers from Parallel Data—0
Paving the Way to a Large-scale Pseudosense-annotated Dataset—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Semantic Role Labeling—0
Towards Weakly Supervised Resolution of Null Instantiations—0
Predicate-specific Annotations for Implicit Role Binding: Corpus Annotation, Data Analysis and Evaluation Experiments—0
UCCA: A Semantics-based Grammatical Annotation Scheme—0
Recognizing Spatial Containment Relations between Event Mentions—0
Um reposit\'orio de verbos para a anota \~ao de pap\'eis sem\^anticos dispon\' na web (A Verb Repository for Semantic Role Labeling Available in the Web) [in Portuguese]—0
Statistical Metaphor Processing—0
Selectional Preferences for Semantic Role Classification—0
Joint Arc-factored Parsing of Syntactic and Semantic Dependencies—0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment—0
HYENA: Hierarchical Type Classification for Entity Names—0
Revisiting Arabic Semantic Role Labeling using SVM Kernel Methods—0
Machine Translation by Modeling Predicate-Argument Structure Transformation—0
Semi-Supervised Semantic Role Labeling: Approaching from an Unsupervised Perspective—0
Semantic Cohesion Model for Phrase-Based SMT—0
Micro blogs Oriented Word Segmentation System—0
Traditional Chinese Parsing Evaluation at SIGHAN Bake-offs 2012—0
Sentence Parsing with Double Sequential Labeling in Traditional Chinese Parsing Task—0
Unsupervised frame based Semantic Role Induction: application to French and English—0
Korean Treebank Transformation for Parser Training—0
Latent Structure Perceptron with Feature Induction for Unrestricted Coreference Resolution—0
Forest Reranking through Subtree Ranking—0
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All datasetsOntoNotesCoNLL 2005CoNLL05 BrownCoNLL05 WSJCoNLL12CoNLL-2009CoNLL-2012

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HeSyFuF188.59—Unverified
2CRF2o + RoBERTaF188.32—Unverified
3MRC-SRLF188.3—Unverified
4ReCAT(pretrained on wikitext103)F188—Unverified
5SRL-MM + XLNetF187.67—Unverified
6CRF2o + BERTF187.66—Unverified
7RoBERTa+RegCCRFF187.51—Unverified
8RoBERTa+CRFF187.27—Unverified
9BiLSTM-Span (Ensemble)F187—Unverified
10BiLSTM-SpanF186.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MRC-SRLF190—Unverified
2SRL-MM + XLNetF189.8—Unverified
3CRF2o + RoBERTaF189.54—Unverified
4HeSyFuF189.04—Unverified
5CRF2o + BERTF189.03—Unverified
6Mohammadshahi and Henderson (2021)F188.93—Unverified
7BiLSTM-Span (Ensemble, predicates given)F188.5—Unverified
8CRF2oF187.87—Unverified
9Li et al. (2019) (Ensemble)F187.7—Unverified
10BiLSTM-SpanF187.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF192.1—Unverified
2DeepStruct multi-taskF192—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF195.5—Unverified
2DeepStruct multi-task w/ finetuneF195.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF197.2—Unverified
2DeepStruct multi-task w/ finetuneF196—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (High-Order model)F1 (Arg.)90.2—Unverified
#ModelMetricClaimedVerifiedStatus
1HeSyFuAvg. F188.59—Unverified