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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 151–200 of 207 papers

TitleStatusHype
The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
PIE-QG: Paraphrased Information Extraction for Unsupervised Question Generation from Small Corpora—0
Pocket Knowledge Base Population—0
The Physics of Text: Ontological Realism in Information Extraction—0
A Survey on Neural Open Information Extraction: Current Status and Future Directions—0
Proceedings of the LexSem+Logics Workshop 2016—0
Propminer: A Workflow for Interactive Information Extraction and Exploration using Dependency Trees—0
Proposition Knowledge Graphs—0
A Lexicalized Tree Kernel for Open Information Extraction—0
The Weltmodell: A Data-Driven Commonsense Knowledge Base—0
Assertion-based QA with Question-Aware Open Information Extraction—0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora—0
Towards Generalized Open Information Extraction—0
RELLY: Inferring Hypernym Relationships Between Relational Phrases—0
ReNoun: Fact Extraction for Nominal Attributes—0
RePort - Um Sistema de Extra \~ao de Informa \~oes Aberta para L\' Portuguesa (Report - An Open Information Extraction System for Portuguese Language)—0
Revisiting the Task of Scoring Open IE Relations—0
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding—0
Selecting Domain-Specific Concepts for Question Generation With Lightly-Supervised Methods—0
Challenges in Expanding Portuguese Resources: A View from Open Information Extraction—0
Consistent Crosslingual Data Transfer for Open Information Extraction—0
CORE: Context-Aware Open Relation Extraction with Factorization Machines—0
Coreference in Wikipedia: Main Concept Resolution—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
Corpus-level Fine-grained Entity Typing Using Contextual Information—0
Selective Decoding for Cross-lingual Open Information Extraction—0
Cross-Register Projection for Headline Part of Speech Tagging—0
Chain Based RNN for Relation Classification—0
Semantic Hypergraphs—0
Dependency-Based Open Information Extraction—0
CaRe: Open Knowledge Graph Embeddings—0
A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression—0
Canonicalizing Open Knowledge Bases—0
Domain-Targeted, High Precision Knowledge Extraction—0
Building a Web-Scale Dependency-Parsed Corpus from CommonCrawl—0
ECNUICA at SemEval-2021 Task 11: Rule based Information Extraction Pipeline—0
Efficient Data Learning for Open Information Extraction with Pre-trained Language Models—0
Embedding Open-domain Common-sense Knowledge from Text—0
Enhanced Knowledge Graphs Using Typed Entailment Graphs—0
Enriching Relation Extraction with OpenIE—0
Evaluating the Quality of a Knowledge Base Populated from Text—0
Evaluation of Unsupervised Information Extraction—0
Event-Driven Learning of Systematic Behaviours in Stock Markets—0
Event extraction based on open information extraction and ontology—0
Event Role Extraction using Domain-Relevant Word Representations—0
EVIDENCEMINER: Textual Evidence Discovery for Life Sciences—0
Shallow Discourse Parsing for Open Information Extraction and Text Simplification—0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus—0
Explore Person Specific Evidence in Web Person Name Disambiguation—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