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 15511600 of 1977 papers

TitleStatusHype
Noise Reduction Methods for Distantly Supervised Biomedical Relation Extraction0
The Event StoryLine Corpus: A New Benchmark for Causal and Temporal Relation Extraction0
Representations of Time Expressions for Temporal Relation Extraction with Convolutional Neural Networks0
End-to-End System for Bacteria Habitat ExtractionCode0
Learning local and global contexts using a convolutional recurrent network model for relation classification in biomedical text0
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information0
GUIR at SemEval-2017 Task 12: A Framework for Cross-Domain Clinical Temporal Information Extraction0
KULeuven-LIIR at SemEval-2017 Task 12: Cross-Domain Temporal Information Extraction from Clinical RecordsCode0
Distributed Prediction of Relations for Entities: The Easy, The Difficult, and The Impossible0
LABDA at SemEval-2017 Task 10: Relation Classification between keyphrases via Convolutional Neural Network0
LIMSI-COT at SemEval-2017 Task 12: Neural Architecture for Temporal Information Extraction from Clinical Narratives0
TTI-COIN at SemEval-2017 Task 10: Investigating Embeddings for End-to-End Relation Extraction from Scientific Papers0
Generating Pattern-Based Entailment Graphs for Relation Extraction0
NTNU-2 at SemEval-2017 Task 10: Identifying Synonym and Hyponym Relations among Keyphrases in Scientific Documents0
NTNU-1@ScienceIE at SemEval-2017 Task 10: Identifying and Labelling Keyphrases with Conditional Random Fields0
The AI2 system at SemEval-2017 Task 10 (ScienceIE): semi-supervised end-to-end entity and relation extraction0
Deep Residual Learning for Weakly-Supervised Relation ExtractionCode0
Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification0
A Short Survey of Biomedical Relation Extraction Techniques0
Negative Sampling Improves Hypernymy Extraction Based on Projection LearningCode0
Improving Slot Filling Performance with Attentive Neural Networks on Dependency Structures0
NLP for Precision Medicine0
Self-Crowdsourcing Training for Relation Extraction0
Feature-Rich Networks for Knowledge Base Completion0
Bridge Text and Knowledge by Learning Multi-Prototype Entity Mention Embedding0
An Algebra for Feature Extraction0
Neural Architecture for Temporal Relation Extraction: A Bi-LSTM Approach for Detecting Narrative Containers0
Neural Relation Extraction with Multi-lingual Attention0
Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths0
Transductive Non-linear Learning for Chinese Hypernym Prediction0
Automatically Labeled Data Generation for Large Scale Event Extraction0
Heterogeneous Supervision for Relation Extraction: A Representation Learning ApproachCode0
Zero-Shot Relation Extraction via Reading ComprehensionCode1
Joint Extraction of Entities and Relations Based on a Novel Tagging SchemeCode0
Learning with Noise: Enhance Distantly Supervised Relation Extraction with Dynamic Transition Matrix0
A Biomedical Information Extraction Primer for NLP Researchers0
A Survey of Distant Supervision Methods using PGMs0
A Survey of Deep Learning Methods for Relation ExtractionCode0
Global Relation Embedding for Relation ExtractionCode0
MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks0
Stance Detection in Facebook Posts of a German Right-wing Party0
Temporal information extraction from clinical text0
Neural Temporal Relation Extraction0
Structured Learning for Temporal Relation Extraction from Clinical RecordsCode0
Large-scale Opinion Relation Extraction with Distantly Supervised Neural Network0
End-to-end Relation Extraction using Neural Networks and Markov Logic Networks0
Named Entity Recognition in the Medical Domain with Constrained CRF Models0
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge0
Book Review: Biomedical Natural Language Processing by Kevin Bretonnel Cohen and Dina Demner-Fushman0
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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