SOTAVerified

Relation Extraction

Relation Extraction is the task of predicting attributes and relations for entities in a sentence. For example, given a sentence “Barack Obama was born in Honolulu, Hawaii.”, a relation classifier aims at predicting the relation of “bornInCity”. Relation Extraction is the key component for building relation knowledge graphs, and it is of crucial significance to natural language processing applications such as structured search, sentiment analysis, question answering, and summarization.

Source: Deep Residual Learning for Weakly-Supervised Relation Extraction

Papers

Showing 13011350 of 1977 papers

TitleStatusHype
Meta-Learning Improves Lifelong Relation Extraction0
Applying Information Extraction to Storybook Question and Answer Generation0
Meta-Learning with Sparse Experience Replay for Lifelong Language Learning0
Towards Combined Matrix and Tensor Factorization for Universal Schema Relation Extraction0
面向对话文本的实体关系抽取(Entity Relation Extraction for Dialogue Text)0
面向法律文本的实体关系联合抽取算法(Joint Entity and Relation Extraction for Legal Texts)0
Towards Confidence Estimation for Typed Protein-Protein Relation Extraction0
Application-Driven Relation Extraction with Limited Distant Supervision0
Mining Adverse Drug Reactions from Unstructured Mediums at Scale0
Mining Biomedical Publications With The LAPPS Grid0
Towards Converting Clinical Phrases into SNOMED CT Expressions0
Mining User Relations from Online Discussions using Sentiment Analysis and Probabilistic Matrix Factorization0
MIsA: Multilingual ``IsA'' Extraction from Corpora0
MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks0
MIT-MEDG at SemEval-2018 Task 7: Semantic Relation Classification via Convolution Neural Network0
Towards Effective Multi-Task Interaction for Entity-Relation Extraction: A Unified Framework with Selection Recurrent Network0
MLRIP: Pre-training a military language representation model with informative factual knowledge and professional knowledge base0
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning0
Antonym-Synonym Classification Based on New Sub-space Embeddings0
Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction0
Answer Extraction by Recursive Parse Tree Descent0
Modeling Joint Entity and Relation Extraction with Table Representation0
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods0
Modeling Missing Data in Distant Supervision for Information Extraction0
Modeling Multi-Granularity Hierarchical Features for Relation Extraction0
Towards Extracting Medical Family History from Natural Language Interactions: A New Dataset and Baselines0
Word Clustering Based on Un-LP Algorithm0
Modeling Task Interactions in Document-Level Joint Entity and Relation Extraction0
Modelling Events through Memory-based, Open-IE Patterns for Abstractive Summarization0
Model Selection for Type-Supervised Learning with Application to POS Tagging0
Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction0
Modular Self-Supervision for Document-Level Relation Extraction0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
Annotation of Entities and Relations in Spanish Radiology Reports0
More Constructions, More Genres: Extending Stanford Dependencies0
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction0
More or less supervised supersense tagging of Twitter0
Word Embeddings as Features for Supervised Coreference Resolution0
More than Word Cooccurrence: Exploring Support and Opposition in International Climate Negotiations with Semantic Parsing0
Discourse-level Relation Extraction via Graph Pooling0
MRL Parsing Without Tears: The Case of Hebrew0
Annotation of Computer Science Papers for Semantic Relation Extrac-tion0
DiVA-DocRE: A Discriminative and Voice-Aware Paradigm for Document-Level Relation Extraction0
A Constituency Parsing Tree based Method for Relation Extraction from Abstracts of Scholarly Publications0
Annotating the MASC Corpus with BabelNet0
Multi-facet Universal Schema0
Annotating Relations in Scientific Articles0
Multi-instance Multi-label Learning for Relation Extraction0
Multi-labeled Relation Extraction with Attentive Capsule Network0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53Unverified
2KD-Rb-lF167.28Unverified
3SSAN-RoBERTa-large+AdaptationF165.92Unverified
4SAIS-RoBERTa-largeF165.11Unverified
5Eider-RoBERTa-largeF164.79Unverified
6DocuNet-RoBERTa-largeF164.55Unverified
7CGM2IR-RoBERTalargeF163.89Unverified
8SETE-Roberta-largeF163.74Unverified
9ATLOP-RoBERTa-largeF163.4Unverified
10DRE-MIR-BERTbaseF163.15Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6Unverified
2DeepStruct multi-task w/ finetuneF176.8Unverified
3UNiST (LARGE)F175.5Unverified
4RE-MCF175.4Unverified
5GenPT (T5)F175.3Unverified
6RECENT+SpanBERTF175.2Unverified
7SuRE (PEGASUS-large)F175.1Unverified
8EXOBRAINF175Unverified
9Relation ReductionF174.8Unverified
10RoBERTa-large-typed-markerF174.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9Unverified
2RIFREF191.3Unverified
3REDNF191Unverified
4SPOTF190.6Unverified
5KLGF190.5Unverified
6RELAF190.4Unverified
7Skeleton-Aware BERTF190.36Unverified
8KnowPromptF190.3Unverified
9LUKEF190.3Unverified
10EPGNNF190.2Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8Unverified
3Dual Pointer NetworkRelation classification F180.5Unverified
4PL-MarkerRE Micro F173Unverified
5ASP+T5-3BRE Micro F172.7Unverified
6GoLLIERE Micro F170.1Unverified
7Ours: cross-sentence ALBRE Micro F169.4Unverified
8MGERE+ Micro F168.2Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2Unverified
10RNN+CNNRelation classification F167.7Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1Unverified
2REBELRE+ Macro F1 76.65Unverified
3ASP+T0-3BRE+ Micro F176.3Unverified
4Table-SequenceRE+ Macro F1 75.4Unverified
5SpERTRE+ Macro F1 72.87Unverified
6DeeperRE+ Macro F1 72.63Unverified
7TANLRE+ Micro F172.6Unverified
8TablERTRE+ Micro F172.6Unverified
9TriMFRE+ Micro F172.35Unverified
10Multi-turn QARE+ Micro F168.9Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9Unverified
2DeeperRE+ Macro F183.74Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03Unverified
7CMANRE+ Macro F181.14Unverified
8Table-SequenceRE+ Macro F180.1Unverified
9CLDR + CLNERRE+ Macro F179.97Unverified
10SpERT (without overlap)RE+ Macro F179.24Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7Unverified
2PFNF193.6Unverified
3SPNF193.4Unverified
4TDEERF193.1Unverified
5RIFREF192.6Unverified
6TPLinkerF191.9Unverified
7HBT (CasRel)F191.8Unverified
8RIN (BERT, K=2)F190.1Unverified
9CGT(UniLM)F183.4Unverified