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 201250 of 620 papers

TitleStatusHype
Simple BERT Models for Relation Extraction and Semantic Role LabelingCode0
Cross-Lingual Transfer of Semantic Roles: From Raw Text to Semantic Roles0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
Syntax-aware Neural Semantic Role Labeling with SupertagsCode0
Syntax-aware Semantic Role Labeling without ParsingCode0
Polyglot Contextual Representations Improve Crosslingual TransferCode0
An Argument-Marker Model for Syntax-Agnostic Proto-Role Labeling0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Debugging Frame Semantic Role Labeling0
Dependency or Span, End-to-End Uniform Semantic Role LabelingCode0
Semantic Role Labeling in Conversational Chat using Deep Bi-Directional Long Short-Term Memory Networks with Attention Mechanism0
Improving Japanese semantic-role-labeling performance with transfer learning as case for limited resources of tagged corpora on aggregated language0
Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL?0
Semantic Role Labeling for Knowledge Graph Extraction from Text0
Textual Entailment based Question Generation0
FrameIt: Ontology Discovery for Noisy User-Generated Text0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures0
Semantic role labeling tools for biomedical question answering: a study of selected tools on the BioASQ datasets0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction0
A Span Selection Model for Semantic Role LabelingCode0
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically Rich Languages with BRNNsCode0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
Grounding Semantic Roles in Images0
Corpus-Driven Thematic Hierarchy Induction0
Predicting the Argumenthood of English Prepositional Phrases0
Explicit Contextual Semantics for Text Comprehension0
Attentive Semantic Role Labeling with Boundary Indicator0
Affordance Extraction and Inference based on Semantic Role Labeling0
Towards Semi-Supervised Learning for Deep Semantic Role Labeling0
Semantic Role Labeling for Learner Chinese: the Importance of Syntactic Parsing and L2-L1 Parallel DataCode0
Computing Word Classes Using Spectral Clustering0
A Full End-to-End Semantic Role Labeler, Syntax-agnostic Over Syntax-aware?Code0
Gold Standard Annotations for Preposition and Verb Sense with Semantic Role Labels in Adult-Child InteractionsCode0
Frame Semantics across Languages: Towards a Multilingual FrameNet0
Automatically Extracting Qualia Relations for the Rich Event Ontology0
Data-Driven Text Simplification0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?0
A Flexible and Easy-to-use Semantic Role Labeling Framework for Different Languages0
What's in Your Embedding, And How It Predicts Task Performance0
Local String Transduction as Sequence Labeling0
A New Approach to Animacy Detection0
Knowledge Representation and Extraction at Scale0
A Sequence-to-Sequence Model for Semantic Role Labeling0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Language Identification and Named Entity Recognition in Hinglish Code Mixed Tweets0
German and French Neural Supertagging Experiments for LTAG Parsing0
The Natural Language Decathlon: Multitask Learning as Question AnsweringCode1
Multi-Task Active Learning for Neural Semantic Role Labeling on Low Resource Conversational Corpus0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation0
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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