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

Showing 150 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
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic ResourcesCode1
Semantic Role Labeling as Syntactic Dependency ParsingCode1
The CoNLL-2014 Shared Task on Grammatical Error CorrectionCode1
Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument StructuresCode1
Evaluating Factual Consistency of Texts with Semantic Role LabelingCode1
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role LabelingCode1
Human-like Controllable Image Captioning with Verb-specific Semantic RolesCode1
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside ArgumentsCode1
SRLGRN: Semantic Role Labeling Graph Reasoning NetworkCode1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer LearningCode1
What do you MEME? Generating Explanations for Visual Semantic Role Labelling in MemesCode1
SRL4E – Semantic Role Labeling for Emotions: A Unified Evaluation FrameworkCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic ApproachCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
ELIT: Emory Language and Information ToolkitCode1
A Benchmark for Structured Procedural Knowledge Extraction from Cooking VideosCode1
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument RolesCode1
Interpreting Graph Neural Networks for NLP With Differentiable Edge MaskingCode1
Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role LabelingCode1
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph ParsingCode1
Structured Tuning for Semantic Role LabelingCode1
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
The Natural Language Decathlon: Multitask Learning as Question AnsweringCode1
Visual Semantic Role LabelingCode1
Visual Semantic Role Labeling for Video UnderstandingCode1
X-SRL: A Parallel Cross-Lingual Semantic Role Labeling DatasetCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Semantic Role Labeling: A Systematical SurveyCode1
A Structured Span SelectorCode1
Augmenting Transformers with Recursively Composed Multi-grained RepresentationsCode1
BERTje: A Dutch BERT ModelCode1
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training CorpusCode1
Deep contextualized word representationsCode1
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBankCode1
Do Syntax Trees Help Pre-trained Transformers Extract Information?Code1
An Incremental Parser for Abstract Meaning RepresentationCode1
An MRC Framework for Semantic Role LabelingCode1
A Graph-Based Neural Model for End-to-End Frame Semantic ParsingCode1
Finding a Balanced Degree of Automation for Summary EvaluationCode1
Improved Semantic Role Labeling using Parameterized Neighborhood Memory AdaptationCode1
Interpretable Automatic Fine-grained Inconsistency Detection in Text SummarizationCode1
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsCode1
AnCora-UPF: A Multi-Level Annotation of Spanish0
An Argument-Marker Model for Syntax-Agnostic Proto-Role Labeling0
Affordance Extraction and Inference based on Semantic Role Labeling0
An Analysis under a Unified Fomulation of Learning Algorithms with Output Constraints0
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HeSyFuF188.59Unverified
2CRF2o + RoBERTaF188.32Unverified
3MRC-SRLF188.3Unverified
4ReCAT(pretrained on wikitext103)F188Unverified
5SRL-MM + XLNetF187.67Unverified
6CRF2o + BERTF187.66Unverified
7RoBERTa+RegCCRFF187.51Unverified
8RoBERTa+CRFF187.27Unverified
9BiLSTM-Span (Ensemble)F187Unverified
10BiLSTM-SpanF186.2Unverified
#ModelMetricClaimedVerifiedStatus
1MRC-SRLF190Unverified
2SRL-MM + XLNetF189.8Unverified
3CRF2o + RoBERTaF189.54Unverified
4HeSyFuF189.04Unverified
5CRF2o + BERTF189.03Unverified
6Mohammadshahi and Henderson (2021)F188.93Unverified
7BiLSTM-Span (Ensemble, predicates given)F188.5Unverified
8CRF2oF187.87Unverified
9Li et al. (2019) (Ensemble)F187.7Unverified
10BiLSTM-SpanF187.6Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF192.1Unverified
2DeepStruct multi-taskF192Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF195.5Unverified
2DeepStruct multi-task w/ finetuneF195.2Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF197.2Unverified
2DeepStruct multi-task w/ finetuneF196Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (High-Order model)F1 (Arg.)90.2Unverified
#ModelMetricClaimedVerifiedStatus
1HeSyFuAvg. F188.59Unverified