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 16011650 of 1977 papers

TitleStatusHype
A Sentence Simplification System for Improving Relation Extraction0
Using Graphs of Classifiers to Impose Declarative Constraints on Semi-supervised Learning0
Crowdsourcing Ground Truth for Medical Relation ExtractionCode0
Head-Lexicalized Bidirectional Tree LSTMs0
Noise Mitigation for Neural Entity Typing and Relation Extraction0
Jointly Extracting Relations with Class Ties via Effective Deep RankingCode0
Extracting Implicit Social Relation for Social Recommendation Techniques in User Rating Prediction0
N-ary Biographical Relation Extraction using Shortest Path Dependencies0
Unsupervised Pre-training With Seq2Seq Reconstruction Loss for Deep Relation Extraction Models0
ASM Kernel: Graph Kernel using Approximate Subgraph Matching for Relation Extraction0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
Towards Time-Aware Knowledge Graph Completion0
Extracting Spatial Entities and Relations in Korean Text0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Relation Extraction with Multi-instance Multi-label Convolutional Neural Networks0
Incremental Global Event Extraction0
Multilingual Supervision of Semantic Annotation0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
First Story Detection using Entities and RelationsCode0
Interactive Relation Extraction in Main Memory Database Systems0
Global Inference to Chinese Temporal Relation Extraction0
Supervised classification of end-of-lines in clinical text with no manual annotation0
Biomolecular Event Extraction using a Stacked Generalization based Classifier0
Recurrent Neural Network with Word Embedding for Complaint Classification0
Negation Detection in Clinical Reports Written in German0
Filling a Knowledge Graph with a Crowd0
The impact of simple feature engineering in multilingual medical NER0
A Web-based Tool for the Integrated Annotation of Semantic and Syntactic Structures0
Introducing DRAIL -- a Step Towards Declarative Deep Relational Learning0
Improving Semantic Parsing via Answer Type Inference0
Convolutional Neural Network Language ModelsCode0
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
The Gun Violence Database: A new task and data set for NLP0
CoType: Joint Extraction of Typed Entities and Relations with Knowledge BasesCode1
Knowledge-Based Biomedical Word Sense Disambiguation with Neural Concept Embeddings0
Socratic Learning: Augmenting Generative Models to Incorporate Latent Subsets in Training Data0
Facebook 活動事件擷取系統(Facebook Activity Event Extraction System)[In Chinese]0
Integrating Word Embedding Offsets into the Espresso System for Part-Whole Relation Extraction0
Incorporating Relation Paths in Neural Relation ExtractionCode0
Distant Supervision for Relation Extraction beyond the Sentence Boundary0
SynsetRank: Degree-adjusted Random Walk for Relation Identification0
Robust Named Entity Recognition in Idiosyncratic DomainsCode0
DUTIR in BioNLP-ST 2016: Utilizing Convolutional Network and Distributed Representation to Extract Complicate Relations0
LitWay, Discriminative Extraction for Different Bio-Events0
VERSE: Event and Relation Extraction in the BioNLP 2016 Shared Task0
Identification of Mentions and Relations between Bacteria and Biotope from PubMed Abstracts0
Improving Temporal Relation Extraction with Training Instance Augmentation0
Feature Derivation for Exploitation of Distant Annotation via Pattern Induction against Dependency Parses0
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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