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 151–175 of 620 papers

TitleStatusHype
CVE-driven Attack Technique Prediction with Semantic Information Extraction and a Domain-specific Language Model—0
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection—0
Data-Driven Text Simplification—0
Debugging Frame Semantic Role Labeling—0
Cross-lingual Transfer Learning for Semantic Role Labeling in Russian—0
Cross-Lingual SRL Based upon Universal Dependencies—0
Deeper syntax for better semantic parsing—0
Deep Learning for Chinese Word Segmentation and POS Tagging—0
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)—0
A Bayesian Approach to Unsupervised Semantic Role Induction—0
Domain Adaptation of SRL Systems for Biological Processes—0
Deep RNNs Encode Soft Hierarchical Syntax—0
Domain Specific Automatic Question Generation from Text—0
Cross-lingual Semantic Role Labeling with Model Transfer—0
Automatic Generation of a Lexical Resource to support Semantic Role Labeling in Portuguese—0
A Study of Imitation Learning Methods for Semantic Role Labeling—0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning—0
Dependency-Based Semantic Role Labeling using Convolutional Neural Networks—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language—0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction—0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian—0
Deriving Adjectival Scales from Continuous Space Word Representations—0
Descending-Path Convolution Kernel for Syntactic Structures—0
Cross-lingual Model Transfer Using Feature Representation Projection—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