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 18511900 of 1977 papers

TitleStatusHype
TagNText: A parallel corpus for the induction of resource-specific non-taxonomical relations from tagged images0
REFRACTIVE: An Open Source Tool to Extract Knowledge from Syntactic and Semantic Relations0
Annotating Inter-Sentence Temporal Relations in Clinical Notes0
HiEve: A Corpus for Extracting Event Hierarchies from News Stories0
Using Large Biomedical Databases as Gold Annotations for Automatic Relation Extraction0
Improving Open Relation Extraction via Sentence Re-Structuring0
A hierarchical taxonomy for classifying hardness of inference tasks0
Bootstrapping a historical commodities lexicon with SKOS and DBpedia0
Automatic Wayang Ontology Construction using Relation Extraction from Free Text0
Annotating Causality in the TempEval-3 Corpus0
Applying UMLS for Distantly Supervised Relation Detection0
Building a Japanese Corpus of Temporal-Causal-Discourse Structures Based on SDRT for Extracting Causal Relations0
Chinese Open Relation Extraction for Knowledge Acquisition0
Propagation Strategies for Building Temporal Ontologies0
Unsupervised Parsing for Generating Surface-Based Relation Extraction Patterns0
Automatic Food Categorization from Large Unlabeled Corpora and Its Impact on Relation Extraction0
RelationFactory: A Fast, Modular and Effective System for Knowledge Base Population0
Unsupervised Relation Extraction of In-Domain Data from Focused Crawls0
Towards Unsupervised Learning of Temporal Relations between Events0
Effective Slot Filling Based on Shallow Distant Supervision Methods0
Senti-LSSVM: Sentiment-Oriented Multi-Relation Extraction with Latent Structural SVM0
Using Shallow Semantic Parsing and Relation Extraction for Finding Contradiction in Text0
Multilingual Mention Detection for Coreference Resolution0
An Efficient Active Learning Framework for New Relation Types0
Effect of Non-linear Deep Architecture in Sequence Labeling0
Effective Selectional Restrictions for Unsupervised Relation Extraction0
Learning Efficient Information Extraction on Heterogeneous Texts0
Building Chinese Event Type Paradigm Based on Trigger Clustering0
Long-Distance Time-Event Relation Extraction0
Parsing Dependency Paths to Identify Event-Argument Relations0
High Quality Dependency Selection from Automatic Parses0
Attribute Relation Extraction from Template-inconsistent Semi-structured Text by Leveraging Site-level Knowledge0
Harvesting Parallel News Streams to Generate Paraphrases of Event Relations0
Exploiting Multiple Sources for Open-Domain Hypernym Discovery0
Unsupervised Relation Extraction with General Domain Knowledge0
Combining Generative and Discriminative Model Scores for Distant Supervision0
Scaling Semantic Parsers with On-the-Fly Ontology Matching0
MCTest: A Challenge Dataset for the Open-Domain Machine Comprehension of Text0
Effectiveness and Efficiency of Open Relation Extraction0
Discourse Level Explanatory Relation Extraction from Product Reviews Using First-Order Logic0
Unsupervised Induction of Cross-Lingual Semantic Relations0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora0
Ontology Enrichment by Extracting Hidden Assertional Knowledge from Text0
Answer Extraction by Recursive Parse Tree Descent0
More Constructions, More Genres: Extending Stanford Dependencies0
Named Entity Recognition in Estonian0
TEES 2.1: Automated Annotation Scheme Learning in the BioNLP 2013 Shared Task0
Detecting Relations in the Gene Regulation Network0
Discovering Temporal Narrative Containers in Clinical Text0
Bacteria Biotope Detection, Ontology-based Normalization, and Relation Extraction using Syntactic Rules0
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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
8LUKEF190.3Unverified
9KnowPromptF190.3Unverified
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
7TablERTRE+ Micro F172.6Unverified
8TANLRE+ 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