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 551600 of 620 papers

TitleStatusHype
Enhancing Opinion Role Labeling with Semantic-Aware Word Representations from Semantic Role LabelingCode0
Context-aware Frame-Semantic Role LabelingCode0
Improving Aspect-Based Sentiment with End-to-End Semantic Role Labeling ModelCode0
Speaker attribution in German parliamentary debates with QLoRA-adapted large language modelsCode0
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical QuestionsCode0
Deep Semantic Role Labeling with Self-AttentionCode0
Better call Saul: Flexible Programming for Learning and Inference in NLPCode0
Text Simplification for Comprehension-based Question-AnsweringCode0
Semantic Role Labeling for Learner Chinese: the Importance of Syntactic Parsing and L2-L1 Parallel DataCode0
Predicate Representations and Polysemy in VerbNet Semantic ParsingCode0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
A Span Selection Model for Semantic Role LabelingCode0
CogCompNLP: Your Swiss Army Knife for NLPCode0
Semantic Role Labeling Guided Out-of-distribution DetectionCode0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse FinetuningCode0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
PriMeSRL-Eval: A Practical Quality Metric for Semantic Role Labeling Systems EvaluationCode0
Extracting Entities of Interest from Comparative Product ReviewsCode0
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture ModelsCode0
Extracting Victim Counts from TextCode0
MuCPAD: A Multi-Domain Chinese Predicate-Argument DatasetCode0
Influence Functions for Sequence Tagging ModelsCode0
Deep Semantic Role Labeling: What Works and What's NextCode0
The ACoLi CoNLL Libraries: Beyond Tab-Separated ValuesCode0
Probing for Predicate Argument Structures in Pretrained Language ModelsCode0
Annotating FrameNet via Structure-Conditioned Language GenerationCode0
Transition-based Semantic Role Labeling with Pointer NetworksCode0
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role LabelingCode0
Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role LabelingCode0
Semantic Role Labeling with Associated Memory NetworkCode0
Constraining Linear-chain CRFs to Regular LanguagesCode0
Semantic Role Labeling with Heterogeneous Syntactic KnowledgeCode0
Common Sense Bias in Semantic Role LabelingCode0
Capturing Argument Interaction in Semantic Role Labeling with Capsule NetworksCode0
Semantic Role Labeling with Iterative Structure RefinementCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Natural Language Processing (almost) from ScratchCode0
A Primal Dual Formulation For Deep Learning With ConstraintsCode0
A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role LabelingCode0
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and PropagationCode0
Neural Models of Selectional Preferences for Implicit Semantic Role LabelingCode0
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference NetworksCode0
Neural Semantic Role Labeling with Dependency Path EmbeddingsCode0
Semantics-aware BERT for Language UnderstandingCode0
Jointly Predicting Predicates and Arguments in Neural Semantic Role LabelingCode0
Joint Semantic Analysis with Document-Level Cross-Task Coherence RewardsCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
UniteD-SRL: A Unified Dataset for Span- and Dependency-Based Multilingual and Cross-Lingual Semantic Role LabelingCode0
Character-Level Models versus Morphology in Semantic Role LabelingCode0
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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