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 151–200 of 620 papers

TitleStatusHype
Generating Adequate Distractors for Multiple-Choice Questions—0
Joint Semantic Analysis with Document-Level Cross-Task Coherence RewardsCode0
High-order Semantic Role LabelingCode0
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference NetworksCode0
Meta Sequence Learning for Generating Adequate Question-Answer Pairs—0
Semantic Role Labeling Guided Multi-turn Dialogue ReWriter—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
InVeRo: Making Semantic Role Labeling Accessible with Intelligible Verbs and Roles—0
基于Self-Attention的句法感知汉语框架语义角色标注(Syntax-Aware Chinese Frame Semantic Role Labeling Based on Self-Attention)—0
Compositional and Lexical Semantics in RoBERTa, BERT and DistilBERT: A Case Study on CoQA—0
High-order Refining for End-to-end Chinese Semantic Role Labeling—0
Syntax Role for Neural Semantic Role Labeling—0
Cross-lingual Transfer Learning for Semantic Role Labeling in Russian—0
Cross-lingual Semantic Role Labeling with Model Transfer—0
Joint Training with Semantic Role Labeling for Better Generalization in Natural Language Inference—0
Building a Hebrew Semantic Role Labeling Lexical Resource from Parallel Movie SubtitlesCode0
Towards classification parity across cohorts—0
Populating Legal Ontologies using Semantic Role Labeling—0
Automatic semantic role labeling in Ancient Greek using distributional semantic modeling—0
The Russian PropBank—0
Unsupervised Transfer of Semantic Role Models from Verbal to Nominal DomainCode0
Corpora Annotated with Negation: An Overview—0
A Primal Dual Formulation For Deep Learning With ConstraintsCode0
Filling Conversation Ellipsis for Better Social Dialog Understanding—0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Multi-Sentence Argument Linking—0
Controlled Crowdsourcing for High-Quality QA-SRL AnnotationCode0
Semi-Supervised Semantic Role Labeling with Cross-View Training—0
VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling—0
A General-Purpose Algorithm for Constrained Sequential Inference—0
Auditing Deep Learning processes through Kernel-based Explanatory Models—0
LIMIT-BERT : Linguistic Informed Multi-Task BERT—0
Syntax-Enhanced Self-Attention-Based Semantic Role Labeling—0
Capturing Argument Interaction in Semantic Role Labeling with Capsule NetworksCode0
Robust Semantic Parsing with Adversarial Learning for Domain Generalization—0
Question Answering is a Format; When is it Useful?—0
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role LabelingCode0
Subword ELMo—0
Reasoning Over Semantic-Level Graph for Fact Checking—0
Semantic Role Labeling with Iterative Structure RefinementCode0
Semantics-aware BERT for Language UnderstandingCode0
From Textual Information Sources to Linked Data in the Agatha Project—0
Automatic Propbank Generation for Turkish—0
Dependency-Based Self-Attention for Transformer NMT—0
ULSAna: Universal Language Semantic Analyzer—0
Semantic Role Labeling with Pretrained Language Models for Known and Unknown Predicates—0
Syntax-aware Multilingual Semantic Role LabelingCode0
Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role LabelingCode0
Semantic Role Labeling with Associated Memory NetworkCode0
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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