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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 1–50 of 207 papers

TitleStatusHype
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph ConstructionCode2
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionCode2
Multi\^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
AnnIE: An Annotation Platform for Constructing Complete Open Information Extraction BenchmarkCode1
Refined Commonsense Knowledge from Large-Scale Web ContentsCode1
CompactIE: Compact Facts in Open Information ExtractionCode1
Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
Zero-Shot Information Extraction as a Unified Text-to-Triple TranslationCode1
DocOIE: A Document-level Context-Aware Dataset for OpenIECode1
IMoJIE: Iterative Memory-Based Joint Open Information ExtractionCode1
BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction EvaluationCode1
Open-CyKG: An Open Cyber Threat Intelligence Knowledge GraphCode1
DOM-LM: Learning Generalizable Representations for HTML DocumentsCode1
Context-NER : Contextual Phrase Generation at ScaleCode1
Sequence-to-Sequence Models for Extracting Information from Registration and Legal DocumentsCode1
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIsCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
OpenIE6: Iterative Grid Labeling and Coordination Analysis for Open Information ExtractionCode1
LSOIE: A Large-Scale Dataset for Supervised Open Information ExtractionCode1
DetIE: Multilingual Open Information Extraction Inspired by Object DetectionCode1
Linking Surface Facts to Large-Scale Knowledge GraphsCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information ExtractionCode1
PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine TranslationCode0
CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side InformationCode0
Open Information Extraction via ChunksCode0
Porting an Open Information Extraction System from English to GermanCode0
OpenKI: Integrating Open Information Extraction and Knowledge Bases with Relation InferenceCode0
OPIEC: An Open Information Extraction CorpusCode0
ChatPD: An LLM-driven Paper-Dataset Networking SystemCode0
On the Possibility of Rewarding Structure Learning Agents: Mutual Information on Linguistic Random SetsCode0
CaRB: A Crowdsourced Benchmark for Open IECode0
MT4CrossOIE: Multi-stage Tuning for Cross-lingual Open Information ExtractionCode0
Alignment-Augmented Consistent Translation for Multilingual Open Information ExtractionCode0
Multi-View Clustering for Open Knowledge Base CanonicalizationCode0
Mapping and Cleaning Open Commonsense Knowledge Bases with Generative TranslationCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Knowledge-Guided Linguistic Rewrites for Inference Rule VerificationCode0
Leveraging Open Information Extraction for More Robust Domain Transfer of Event Trigger DetectionCode0
Demonyms and Compound Relational Nouns in Nominal Open IECode0
Answering Complex Questions Using Open Information ExtractionCode0
Disentangling semantics in language through VAEs and a certain architectural choiceCode0
MinScIE: Citation-centered Open Information ExtractionCode0
Creating a Large Benchmark for Open Information ExtractionCode0
Graphene: Semantically-Linked Propositions in Open Information ExtractionCode0
IELM: An Open Information Extraction Benchmark for Pre-Trained Language ModelsCode0
Improving Open Information Extraction via Iterative Rank-Aware LearningCode0
A Consolidated Open Knowledge Representation for Multiple TextsCode0
Facts That MatterCode0
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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