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 251300 of 620 papers

TitleStatusHype
A Fine-grained Large-scale Analysis of Coreference Projection0
Supervised Open Information Extraction0
Multimodal Frame Identification with Multilingual Evaluation0
KOI at SemEval-2018 Task 5: Building Knowledge Graph of Incidents0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings0
Character-Level Models versus Morphology in Semantic Role LabelingCode0
Polyglot Semantic Role Labeling0
Large-Scale QA-SRL ParsingCode0
Jointly Predicting Predicates and Arguments in Neural Semantic Role LabelingCode0
Deep RNNs Encode Soft Hierarchical Syntax0
Persian Discourse Treebank and coreference corpus0
The Circumstantial Event Ontology (CEO) and ECB+/CEO: an Ontology and Corpus for Implicit Causal Relations between Events0
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLUCode0
Neural Models of Selectional Preferences for Implicit Semantic Role LabelingCode0
Transfer of Frames from English FrameNet to Construct Chinese FrameNet: A Bilingual Corpus-Based Approach0
CogCompNLP: Your Swiss Army Knife for NLPCode0
The ACoLi CoNLL Libraries: Beyond Tab-Separated ValuesCode0
Annotating Temporally-Anchored Spatial Knowledge by Leveraging Syntactic Dependencies0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language0
The New Propbank: Aligning Propbank with AMR through POS Unification0
Integrating Generative Lexicon Event Structures into VerbNet0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Linguistically-Informed Self-Attention for Semantic Role Labeling0
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
Deep contextualized word representationsCode1
Deep Semantic Role Labeling with Self-AttentionCode0
Ensemble Technique Utilization for Indonesian Dependency Parser0
Can Discourse Relations be Identified Incrementally?0
Inference is Everything: Recasting Semantic Resources into a Unified Evaluation Framework0
Transferring Semantic Roles Using Translation and Syntactic Information0
FrameFOR -- Uma Base de Conhecimento de Frames Sem\^anticos para Per\' de Inform\'atica (FrameFOR - a Knowledge Base of Semantic Frames for Digital Forensics)[In Portuguese]0
Cross-Lingual SRL Based upon Universal Dependencies0
MEANT 2.0: Accurate semantic MT evaluation for any output language0
Syntax Aware LSTM model for Semantic Role Labeling0
A Joint Sequential and Relational Model for Frame-Semantic Parsing0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles0
Prediction of Frame-to-Frame Relations in the FrameNet Hierarchy with Frame Embeddings0
The Rich Event Ontology0
Assessing the performance of Olelo, a real-time biomedical question answering application0
Graph Methods for Multilingual FrameNets0
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsCode1
Gradient-based Inference for Networks with Output Constraints0
Domain Specific Automatic Question Generation from Text0
A Progressive Learning Approach to Chinese SRL Using Heterogeneous Data0
Deep Semantic Role Labeling: What Works and What's NextCode0
Docforia: A Multilayer Document Model0
Automatic semantic role labeling on non-revised syntactic trees of journalistic texts0
Improving Implicit Semantic Role Labeling by Predicting Semantic Frame Arguments0
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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