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 15011550 of 1977 papers

TitleStatusHype
OhioState at SemEval-2018 Task 7: Exploiting Data Augmentation for Relation Classification in Scientific Papers using Piecewise Convolutional Neural Networks0
Open Information Extraction on Scientific Text: An Evaluation0
Investigations on Knowledge Base Embedding for Relation Prediction and Extraction0
Chemical-protein relation extraction with ensembles of SVM, CNN, and RNN models0
Support Vector Machine Active Learning Algorithms with Query-by-Committee versus Closest-to-Hyperplane Selection0
Unsupervised Open Relation ExtractionCode0
SEE: Syntax-aware Entity Embedding for Neural Relation Extraction0
Distant Supervision for Relation Extraction with Multi-sense Word Embedding0
Relation Extraction : A SurveyCode0
End-to-End Relation Extraction using Markov Logic Networks0
A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature TextCode1
False Positive and Cross-relation Signals in Distant Supervision DataCode0
Kernelized Hashcode Representations for Relation ExtractionCode0
Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning0
Open Relation Extraction and Grounding0
Towards Bootstrapping a Polarity Shifter Lexicon using Linguistic Features0
High Recall Open IE for Relation Discovery0
Learning Transferable Representation for Bilingual Relation Extraction via Convolutional Neural Networks0
Domain Adaptation for Relation Extraction with Domain Adversarial Neural Network0
Chemical-Induced Disease Detection Using Invariance-based Pattern Learning Model0
Creation of an Annotated Corpus of Spanish Radiology Reports0
Indirect Supervision for Relation Extraction using Question-Answer PairsCode1
CANDiS: Coupled & Attention-Driven Neural Distant Supervision0
Attending to All Mention Pairs for Full Abstract Biological Relation Extraction0
Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions0
Distributional Inclusion Vector Embedding for Unsupervised Hypernymy Detection0
Aspect-Based Relational Sentiment Analysis Using a Stacked Neural Network ArchitectureCode0
Learning to Compose Domain-Specific Transformations for Data AugmentationCode0
Bootstrapping a Romanian Corpus for Medical Named Entity Recognition0
Streaming Text Analytics for Real-Time Event Recognition0
Word Embeddings as Features for Supervised Coreference Resolution0
Annotation of Entities and Relations in Spanish Radiology Reports0
Towards Confidence Estimation for Typed Protein-Protein Relation Extraction0
Discourse-Wide Extraction of Assay Frames from the Biological Literature0
A Soft-label Method for Noise-tolerant Distantly Supervised Relation Extraction0
Position-aware Attention and Supervised Data Improve Slot FillingCode0
Adversarial Training for Relation Extraction0
End-to-End Neural Relation Extraction with Global Optimization0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Demographic-aware word associations0
Context-Aware Representations for Knowledge Base Relation ExtractionCode0
StruAP: A Tool for Bundling Linguistic Trees through Structure-based Abstract Pattern0
Noise-Clustered Distant Supervision for Relation Extraction: A Nonparametric Bayesian Perspective0
Exploring Vector Spaces for Semantic Relations0
Learning Fine-grained Relations from Chinese User Generated Categories0
An Insight Extraction System on BioMedical Literature with Deep Neural Networks0
Cross-Sentence N-ary Relation Extraction with Graph LSTMs0
BioCreative VI Precision Medicine Track: creating a training corpus for mining protein-protein interactions affected by mutations0
Extracting Drug-Drug Interactions with Attention CNNs0
Painless Relation Extraction with Kindred0
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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