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

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Showing 101–150 of 620 papers

TitleStatusHype
Comparing Span Extraction Methods for Semantic Role LabelingCode0
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role LabelingCode1
Argument Linking: A Survey and Forecast—0
Constraining Linear-chain CRFs to Regular LanguagesCode0
Predicate Representations and Polysemy in VerbNet Semantic ParsingCode0
Tuning Deep Active Learning for Semantic Role Labeling—0
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic ResourcesCode1
Deep Learning on Graphs for Natural Language Processing—0
Encoder-decoder based unified semantic role labeling with label-aware syntaxCode0
Neural Unsupervised Semantic Role Labeling—0
Knowledge Graph Anchored Information-Extraction for Domain-Specific Insights—0
Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labelling—0
Conversational Semantic Role Labeling—0
Visual Semantic Role Labeling for Video UnderstandingCode1
Human-like Controllable Image Captioning with Verb-specific Semantic RolesCode1
Extracting Semantic Process Information from the Natural Language in Event Logs—0
Multi-document Summarization using Semantic Role Labeling and Semantic Graph for Indonesian News Article—0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification—0
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer LearningCode1
End-to-end Semantic Role Labeling with Neural Transition-based ModelCode0
Adaptive Convolution for Semantic Role Labeling—0
Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic ApproachCode1
Semantic Role Labeling with Heterogeneous Syntactic KnowledgeCode0
Improved Semantic Role Labeling using Parameterized Neighborhood Memory AdaptationCode1
Encoding Syntactic Constituency Paths for Frame-Semantic Parsing with Graph Convolutional Networks—0
CLAR: A Cross-Lingual Argument Regularizer for Semantic Role Labeling—0
Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions?—0
A Semantics-based Approach to Disclosure Classification in User-Generated Online Content—0
LIMIT-BERT : Linguistics Informed Multi-Task BERTCode0
A Novel Workflow for Accurately and Efficiently Crowdsourcing Predicate Senses and Argument LabelsCode0
Alignment-free Cross-lingual Semantic Role Labeling—0
Generating Adequate Distractors for Multiple-Choice Questions—0
Semantic Role Labeling as Syntactic Dependency ParsingCode1
Joint Semantic Analysis with Document-Level Cross-Task Coherence RewardsCode0
High-order Semantic Role LabelingCode0
SRLGRN: Semantic Role Labeling Graph Reasoning NetworkCode1
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference NetworksCode0
X-SRL: A Parallel Cross-Lingual Semantic Role Labeling DatasetCode1
Meta Sequence Learning for Generating Adequate Question-Answer Pairs—0
Semantic Role Labeling Guided Multi-turn Dialogue ReWriter—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
InVeRo: Making Semantic Role Labeling Accessible with Intelligible Verbs and Roles—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
Interpreting Graph Neural Networks for NLP With Differentiable Edge MaskingCode1
N-LTP: An Open-source Neural Language Technology Platform for ChineseCode3
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
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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