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 1–50 of 620 papers

TitleStatusHype
N-LTP: An Open-source Neural Language Technology Platform for ChineseCode3
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing ModelCode2
Semantic Role Labeling: A Systematical SurveyCode1
Augmenting Transformers with Recursively Composed Multi-grained RepresentationsCode1
Interpretable Automatic Fine-grained Inconsistency Detection in Text SummarizationCode1
Evaluating Factual Consistency of Texts with Semantic Role LabelingCode1
Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role LabelingCode1
Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument StructuresCode1
What do you MEME? Generating Explanations for Visual Semantic Role Labelling in MemesCode1
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument RolesCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
A Structured Span SelectorCode1
SRL4E – Semantic Role Labeling for Emotions: A Unified Evaluation FrameworkCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph ParsingCode1
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside ArgumentsCode1
A Graph-Based Neural Model for End-to-End Frame Semantic ParsingCode1
Finding a Balanced Degree of Automation for Summary EvaluationCode1
An MRC Framework for Semantic Role LabelingCode1
ELIT: Emory Language and Information ToolkitCode1
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role LabelingCode1
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic ResourcesCode1
Visual Semantic Role Labeling for Video UnderstandingCode1
Human-like Controllable Image Captioning with Verb-specific Semantic RolesCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer LearningCode1
Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic ApproachCode1
Improved Semantic Role Labeling using Parameterized Neighborhood Memory AdaptationCode1
Semantic Role Labeling as Syntactic Dependency ParsingCode1
SRLGRN: Semantic Role Labeling Graph Reasoning NetworkCode1
X-SRL: A Parallel Cross-Lingual Semantic Role Labeling DatasetCode1
Interpreting Graph Neural Networks for NLP With Differentiable Edge MaskingCode1
Do Syntax Trees Help Pre-trained Transformers Extract Information?Code1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
Structured Tuning for Semantic Role LabelingCode1
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training CorpusCode1
BERTje: A Dutch BERT ModelCode1
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBankCode1
The Natural Language Decathlon: Multitask Learning as Question AnsweringCode1
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
Deep contextualized word representationsCode1
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsCode1
An Incremental Parser for Abstract Meaning RepresentationCode1
Visual Semantic Role LabelingCode1
The CoNLL-2014 Shared Task on Grammatical Error CorrectionCode1
Identifying economic narratives in large text corpora -- An integrated approach using Large Language Models—0
FRASE: Structured Representations for Generalizable SPARQL Query Generation—0
Active Data Sampling and Generation for Bias Remediation—0
Semantic Role Labeling of NomBank Partitives—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
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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