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Open Information Extraction

In natural language processing, open information extraction is the task of generating a structured, machine-readable representation of the information in text, usually in the form of triples or n-ary propositions (Source: Wikipedia).

Papers

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Showing 101–150 of 207 papers

TitleStatusHype
CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side InformationCode0
Span Model for Open Information Extraction on Accurate CorpusCode0
Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain—0
Facts That MatterCode0
WiRe57 : A Fine-Grained Benchmark for Open Information ExtractionCode0
Graphene: A Context-Preserving Open Information Extraction SystemCode0
Open Information Extraction from Conjunctive Sentences—0
Graphene: Semantically-Linked Propositions in Open Information ExtractionCode0
A Survey on Open Information Extraction—0
Supervised Open Information Extraction—0
Neural Open Information Extraction—0
Revisiting the Task of Scoring Open IE Relations—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction—0
Building a Knowledge Graph from Natural Language Definitions for Interpretable Text Entailment Recognition—0
Integrating Local Context and Global Cohesiveness for Open Information ExtractionCode0
Open Information Extraction on Scientific Text: An Evaluation—0
Assertion-based QA with Question-Aware Open Information Extraction—0
Vietnamese Open Information Extraction—0
Relation Extraction : A SurveyCode0
Incremental Knowledge Acquisition Approach for Information Extraction on both Semi-Structured and Unstructured Text from the Open Domain Web—0
Faithful to the Original: Fact Aware Neural Abstractive Summarization—0
Selective Decoding for Cross-lingual Open Information Extraction—0
High Recall Open IE for Relation Discovery—0
Building a Web-Scale Dependency-Parsed Corpus from CommonCrawl—0
Utilizando Features Lingu\' Gen\'ericas para Classifica \~ao de Triplas Relacionais em Portugu\^es (Generic Linguistic Features for Relational Triples Classification in Portuguese)[In Portuguese]—0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Analysing Errors of Open Information Extraction Systems—0
Pocket Knowledge Base Population—0
Bootstrapping for Numerical Open IE—0
Supervised Learning of Automatic Pyramid for Optimization-Based Multi-Document Summarization—0
Answering Complex Questions Using Open Information ExtractionCode0
MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models—0
A Consolidated Open Knowledge Representation for Multiple TextsCode0
The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links—0
An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role LabelingCode0
Domain-Targeted, High Precision Knowledge Extraction—0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning—0
Knowledge-Driven Event Embedding for Stock Prediction—0
Interactive Relation Extraction in Main Memory Database Systems—0
Porting an Open Information Extraction System from English to GermanCode0
Nested Propositions in Open Information Extraction—0
Supervised Distributional Hypernym Discovery via Domain Adaptation—0
Creating a Large Benchmark for Open Information ExtractionCode0
Selecting Domain-Specific Concepts for Question Generation With Lightly-Supervised Methods—0
A Large-Scale Multilingual Disambiguation of Glosses—0
Proceedings of the LexSem+Logics Workshop 2016—0
Coreference in Wikipedia: Main Concept Resolution—0
Open Information Extraction—0
Learning for Biomedical Information Extraction: Methodological Review of Recent Advances—0
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All datasetsCaRBWiRe57OIE2016BenchIELSOIE-wikiLSOIENYTPenn TreebankWebDocOIE-healthcareDocOIE-transportationCaRB OIE benchmark (Greek Use-case)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MacroIEF154.8—Unverified
2OpenIE 6 (CIGL-OIE)F154—Unverified
3IMoJIEF153.5—Unverified
4IMoJIEF153.3—Unverified
5OpenIE 6F152.7—Unverified
6OpenIE6F152.7—Unverified
7Multi2OIEF152.3—Unverified
8GPT-3.5-Turbo w/ Selected Demo & UncertaintyF152.1—Unverified
9OpenIE4F151.6—Unverified
10LLaMA-2-70B w/ Selected Demo & UncertaintyF151.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CIGL-OIE + IGL-CA (OpenIE6)F140—Unverified
2CIGL-OIEF136.8—Unverified
3IMoJIEF136—Unverified
4MinIE Gashteovski et al. (2017)F135.8—Unverified
5OpenIE5F135.4—Unverified
6IGL-OIEF134.9—Unverified
7OpenIE4F134.4—Unverified
8ClausIE Del Corro and Gemulla (2013)F134.2—Unverified
9ClausIEF133.2—Unverified
10SpanOIEF131.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot)F172.6—Unverified
2DeepStruct multi-task w/ finetuneF171.3—Unverified
3Deepstruct multi-taskF171.2—Unverified
4SpanOIE [48]F169.4—Unverified
5SpanOIEF168.65—Unverified
6LLaMA-2-70B w/ Selected Demo & UncertaintyF165.8—Unverified
7GPT-3.5-Turbo w/ Selected Demo & UncertaintyF165.1—Unverified
8RnnOIE [36]F162—Unverified
9OpenIE4 [26]F160—Unverified
10ClausIE [9]F159—Unverified
#ModelMetricClaimedVerifiedStatus
1ClausIEPrecision0.5—Unverified
2MinIEPrecision0.43—Unverified
3CompactIEPrecision0.41—Unverified
4M2OIE (EN)Precision0.39—Unverified
5ROIE-TPrecision0.37—Unverified
6OpenIE6Precision0.31—Unverified
7M2OIE (ZH)Precision0.26—Unverified
8ROIE-NPrecision0.2—Unverified
9Stanford OIEPrecision0.11—Unverified
10M2OIE (DE)Precision0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1SMiLe-OIEF151.73—Unverified
2BERT + Dep-GCN - Const-GCNF150.21—Unverified
3BERT + Dep-GCN [?] Const-GCNF149.89—Unverified
4BERT + Const-GCNF149.71—Unverified
5IMoJIE Kolluru et al. (2020)F149.24—Unverified
6BERT + Dep-GCNF148.71—Unverified
7BERT Solawetz and Larson (2021)F147.54—Unverified
8CIGL-OIE + IGL-CA Kolluru et al. (2020)F144.75—Unverified
9GloVe + bi-LSTM + CRFF144.48—Unverified
10GloVe + bi-LSTM Stanovsky et al. (2018)F143.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DetIELSOIEF171.4—Unverified
2CIGL-OIEF159.7—Unverified
3DetIELSOIE + IGL-CAF158.7—Unverified
4DetIEIMoJIEF155.7—Unverified
5OpenIE4F154.6—Unverified
6OpenIE6 (CIGL-OIE + IGL-CA)F151.6—Unverified
7OpenIE5F149.5—Unverified
8DetIEIMoJIE (ours) + IGL-CAF145.9—Unverified
9OllIE Mausam et al. (2012)F136.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot)F185.5—Unverified
2DeepStruct multi-task w/ finetuneF145—Unverified
3DeepStruct multi-taskF143.6—Unverified
4Deepstruct zero-shotF128.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1451—Unverified
2DeepEx (zero-shot)F188.5—Unverified
3DeepStruct multi-taskF154.5—Unverified
4Deepstruct zero-shotF151—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot)F191.2—Unverified
2DeepStruct multi-taskF150.8—Unverified
3DeepStruct multi-task w/ finetuneF149.1—Unverified
4Deepstruct zero-shotF143.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DocIE w transformerF160.8—Unverified
2ReverbF155.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DocIE w transformerF156.9—Unverified
2ReverbF149.7—Unverified
#ModelMetricClaimedVerifiedStatus
1PENELOPIE Greek OIEF10.26—Unverified
#ModelMetricClaimedVerifiedStatus
1GEN2OIE (label-rescore)EN-F154.5—Unverified