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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
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIsCode1
Linking Surface Facts to Large-Scale Knowledge GraphsCode1
Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information ExtractionCode1
DetIE: Multilingual Open Information Extraction Inspired by Object DetectionCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
CompactIE: Compact Facts in Open Information ExtractionCode1
DOM-LM: Learning Generalizable Representations for HTML DocumentsCode1
Sequence-to-Sequence Models for Extracting Information from Registration and Legal DocumentsCode1
Open-CyKG: An Open Cyber Threat Intelligence Knowledge GraphCode1
Refined Commonsense Knowledge from Large-Scale Web ContentsCode1
Zero-Shot Information Extraction as a Unified Text-to-Triple TranslationCode1
Context-NER : Contextual Phrase Generation at ScaleCode1
AnnIE: An Annotation Platform for Constructing Complete Open Information Extraction BenchmarkCode1
BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction EvaluationCode1
DocOIE: A Document-level Context-Aware Dataset for OpenIECode1
LSOIE: A Large-Scale Dataset for Supervised Open Information ExtractionCode1
Multi\^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
OpenIE6: Iterative Grid Labeling and Coordination Analysis for Open Information ExtractionCode1
Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
IMoJIE: Iterative Memory-Based Joint Open Information ExtractionCode1
ChatPD: An LLM-driven Paper-Dataset Networking SystemCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
Few-shot Continual Relation Extraction via Open Information Extraction—0
Testing Prompt Engineering Methods for Knowledge Extraction from TextCode0
Challenges in Expanding Portuguese Resources: A View from Open Information Extraction—0
Neon: News Entity-Interaction Extraction for Enhanced Question Answering—0
BenchIE^FL : A Manually Re-Annotated Fact-Based Open Information Extraction Benchmark—0
Large Language Models Perform on Par with Experts Identifying Mental Health Factors in Adolescent Online Forums—0
Leveraging Linguistically Enhanced Embeddings for Open Information Extraction—0
Rules still work for Open Information ExtractionCode0
Punctuation Restoration Improves Structure Understanding Without SupervisionCode0
Exploiting Duality in Open Information Extraction with Predicate PromptCode0
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction—0
Efficient Data Learning for Open Information Extraction with Pre-trained Language Models—0
Open Information Extraction: A Review of Baseline Techniques, Approaches, and Applications—0
Mastering the Task of Open Information Extraction with Large Language Models and Consistent Reasoning Environment—0
Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty—0
MT4CrossOIE: Multi-stage Tuning for Cross-lingual Open Information ExtractionCode0
Mapping and Cleaning Open Commonsense Knowledge Bases with Generative TranslationCode0
Leveraging Open Information Extraction for More Robust Domain Transfer of Event Trigger DetectionCode0
Shall We Trust All Relational Tuples by Open Information Extraction? A Study on Speculation DetectionCode0
Open Information Extraction via ChunksCode0
Syntactically Robust Training on Partially-Observed Data for Open Information ExtractionCode0
PIE-QG: Paraphrased Information Extraction for Unsupervised Question Generation from Small Corpora—0
Enriching Relation Extraction with OpenIE—0
Syntactic Multi-view Learning for Open Information ExtractionCode0
Joint Open Knowledge Base Canonicalization and Linking—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