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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
Corpus-level Fine-grained Entity Typing Using Contextual Information—0
Demonyms and Compound Relational Nouns in Nominal Open IECode0
The Physics of Text: Ontological Realism in Information Extraction—0
Paraphrase for Open Question Answering: New Dataset and Methods—0
Knowledge-Guided Linguistic Rewrites for Inference Rule VerificationCode0
Automatic Open Knowledge Acquisition via Long Short-Term Memory Networks with Feedback Negative Sampling—0
Relation Schema Induction using Tensor Factorization with Side InformationCode0
Embedding Open-domain Common-sense Knowledge from Text—0
Getting More Out Of Syntax with PropS—0
RePort - Um Sistema de Extra \~ao de Informa \~oes Aberta para L\' Portuguesa (Report - An Open Information Extraction System for Portuguese Language)—0
Fast and Large-scale Unsupervised Relation Extraction—0
Open Relation Extraction for Polish: Preliminary Experiments—0
Generating Lexicalization Patterns for Linked Open Data—0
CORE: Context-Aware Open Relation Extraction with Factorization Machines—0
Knowledge Base Unification via Sense Embeddings and Disambiguation—0
Inferring Binary Relation Schemas for Open Information Extraction—0
FINET: Context-Aware Fine-Grained Named Entity Typing—0
Open Extraction of Fine-Grained Political Statements—0
RELLY: Inferring Hypernym Relationships Between Relational Phrases—0
A Lexicalized Tree Kernel for Open Information Extraction—0
Leveraging Linguistic Structure For Open Domain Information Extraction—0
Open IE as an Intermediate Structure for Semantic Tasks—0
Invited Talk: Embedding Probabilistic Logic for Machine Reading—0
Idest: Learning a Distributed Representation for Event Patterns—0
Chain Based RNN for Relation Classification—0
Large-Scale Information Extraction from Textual Definitions through Deep Syntactic and Semantic Analysis—0
Learning a Compositional Semantics for Freebase with an Open Predicate Vocabulary—0
Canonicalizing Open Knowledge Bases—0
Event Role Extraction using Domain-Relevant Word Representations—0
Using Structured Events to Predict Stock Price Movement: An Empirical Investigation—0
ReNoun: Fact Extraction for Nominal Attributes—0
Proposition Knowledge Graphs—0
Inducing Information Structures for Data-driven Text Analysis—0
Freebase QA: Information Extraction or Semantic Parsing?—0
Focused Entailment Graphs for Open IE Propositions—0
Open Information Extraction for Spanish Language based on Syntactic Constraints—0
The Stanford CoreNLP Natural Language Processing ToolkitCode0
Multilingual corpora with coreferential annotation of person entities—0
Boosting Open Information Extraction with Noun-Based Relations—0
The Weltmodell: A Data-Driven Commonsense Knowledge Base—0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
Fine-grained Semantic Typing of Emerging Entities—0
SPred: Large-scale Harvesting of Semantic Predicates—0
Propminer: A Workflow for Interactive Information Extraction and Exploration using Dependency Trees—0
Open Information Extraction with Tree Kernels—0
Using Factual Density to Measure Informativeness of Web Documents—0
Open Information Extraction for SOV Language Based on Entity-Predicate Pair Detection—0
Explore Person Specific Evidence in Web Person Name Disambiguation—0
Open Language Learning for Information Extraction—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