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
Active Data Sampling and Generation for Bias Remediation0
Evaluating automatic cross-domain Dutch semantic role annotation0
Evaluating distributed word representations for capturing semantics of biomedical concepts0
Efficient Inference and Structured Learning for Semantic Role Labeling0
Evaluating Inter-Annotator Agreement on Historical Spelling Normalization0
Event Detection and Co-reference with Minimal Supervision0
Bilingual English-Czech Valency Lexicon Linked to a Parallel Corpus0
Expanding VerbNet with Sketch Engine0
Experiencer-Specific Emotion and Appraisal Prediction0
Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions?0
Effectiveness and Efficiency of Open Relation Extraction0
Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation0
Dynamic web service deployment in a cloud environment0
Extra \~ao de Alvos em Coment\'arios de Not\' em Portugu\^es baseada na Teoria da Centraliza \~ao (Target Extraction in News Reviews in Portuguese based on Centering Theory)0
Duluth: Word Sense Discrimination in the Service of Lexicography0
Better Word Representations with Recursive Neural Networks for Morphology0
Domain Specific Automatic Question Generation from Text0
Facing the most difficult case of Semantic Role Labeling: A collaboration of word embeddings and co-training0
FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering0
Annotating the Little Prince with Chinese AMRs0
Fast and Accurate Span-based Semantic Role Labeling as Graph Parsing0
Feature-based Neural Language Model and Chinese Word Segmentation0
Feature Generation for Robust Semantic Role Labeling0
Filling Conversation Ellipsis for Better Social Dialog Understanding0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity0
Domain Adaptation of SRL Systems for Biological Processes0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations0
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance0
Docforia: A Multilayer Document Model0
First steps towards a Predicate Matrix0
Focusing Annotation for Semantic Role Labeling0
Forest Reranking through Subtree Ranking0
Distributed Representations for Unsupervised Semantic Role Labeling0
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
FrameIt: Ontology Discovery for Noisy User-Generated Text0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection0
Frame-Semantic Role Labeling with Heterogeneous Annotations0
Frame Semantics across Languages: Towards a Multilingual FrameNet0
Framework of Semantic Role Assignment based on Extended Lexical Conceptual Structure: Comparison with VerbNet and FrameNet0
FRASE: Structured Representations for Generalizable SPARQL Query Generation0
Friend-training: Learning from Models of Different but Related Tasks0
From Natural Language Specifications to Program Input Parsers0
From Textual Information Sources to Linked Data in the Agatha Project0
Annotating Temporally-Anchored Spatial Knowledge by Leveraging Syntactic Dependencies0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment0
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources0
Automatic word alignment tools to scale production of manually aligned parallel texts0
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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