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 18011850 of 1977 papers

TitleStatusHype
What or Who is Multilingual Watson?0
Exploratory Relation Extraction in Large Text Corpora0
Jargon-Term Extraction by Chunking0
Seed Selection for Distantly Supervised Web-Based Relation Extraction0
Word Clustering Based on Un-LP Algorithm0
Application-Driven Relation Extraction with Limited Distant Supervision0
Generalising and Normalising Distributional Contexts to Reduce Data Sparsity: Application to Medical Corpora0
Proposition Knowledge Graphs0
SemEval-2014 Task 6: Supervised Semantic Parsing of Robotic Spatial Commands0
More or less supervised supersense tagging of Twitter0
A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards0
A language-independent method for the extraction of RDF verbalization templates0
Predicting Fine-grained Social Roles with Selectional Preferences0
Extracting Higher Order Relations From Biomedical Text0
Towards Temporal Scoping of Relational Facts based on Wikipedia Data0
Focused Entailment Graphs for Open IE Propositions0
Incremental Joint Extraction of Entity Mentions and Relations0
Going beyond sentences when applying tree kernels0
kLogNLP: Graph Kernel--based Relational Learning of Natural Language0
Descending-Path Convolution Kernel for Syntactic Structures0
Omni-word Feature and Soft Constraint for Chinese Relation Extraction0
Unsupervised Dependency Parsing with Transferring Distribution via Parallel Guidance and Entropy Regularization0
Joint Syntactic and Semantic Parsing with Combinatory Categorial Grammar0
Semantic Consistency: A Local Subspace Based Method for Distant Supervised Relation Extraction0
Medical Relation Extraction with Manifold Models0
Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Distant Supervision for Relation Extraction with Matrix CompletionCode0
Infusion of Labeled Data into Distant Supervision for Relation Extraction0
Encoding Relation Requirements for Relation Extraction via Joint Inference0
A Feature-Enriched Tree Kernel for Relation Extraction0
Robust Domain Adaptation for Relation Extraction via Clustering Consistency0
Robust Logistic Regression using Shift Parameters0
Modelling Events through Memory-based, Open-IE Patterns for Abstractive Summarization0
How Well can We Learn Interpretable Entity Types from Text?0
Open Information Extraction for Spanish Language based on Syntactic Constraints0
Multilingual corpora with coreferential annotation of person entities0
Compounds and distributional thesauri0
Language Resources and Annotation Tools for Cross-Sentence Relation Extraction0
Automatic semantic relation extraction from Portuguese texts0
Boosting Open Information Extraction with Noun-Based Relations0
Annotating Relation Mentions in Tabloid Press0
Annotating Relations in Scientific Articles0
Annotating the MASC Corpus with BabelNet0
Freepal: A Large Collection of Deep Lexico-Syntactic Patterns for Relation Extraction0
HFST-SweNER --- A New NER Resource for Swedish0
Annotation of Computer Science Papers for Semantic Relation Extrac-tion0
Creating a Gold Standard Corpus for the Extraction of Chemistry-Disease Relations from Patent Texts0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora0
Information Extraction from German Patient Records via Hybrid Parsing and Relation Extraction Strategies0
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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