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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 51–100 of 207 papers

TitleStatusHype
Refined Commonsense Knowledge from Large-Scale Web ContentsCode1
MILLIE: Modular & Iterative Multilingual Open Information Extraction—0
Maximal Clique Based Non-Autoregressive Open Information Extraction—0
milIE: Modular & Iterative Multilingual Open Information Extraction—0
Zero-Shot Information Extraction as a Unified Text-to-Triple TranslationCode1
Consistent Crosslingual Data Transfer for Open Information Extraction—0
Context-NER : Contextual Phrase Generation at ScaleCode1
Cross-Register Projection for Headline Part of Speech Tagging—0
AnnIE: An Annotation Platform for Constructing Complete Open Information Extraction BenchmarkCode1
BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction EvaluationCode1
Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology—0
ECNUICA at SemEval-2021 Task 11: Rule based Information Extraction Pipeline—0
Open Information Extraction: Approche Supervisée et Syntaxique pour le Français (Supervised Syntactic Approach for French Open Information Extraction)—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
DocOIE: A Document-level Context-Aware Dataset for OpenIECode1
PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine TranslationCode0
Syntactic and Semantic-driven Learning for Open Information ExtractionCode0
LSOIE: A Large-Scale Dataset for Supervised Open Information ExtractionCode1
Disentangling semantics in language through VAEs and a certain architectural choiceCode0
On Aligning OpenIE Extractions with Knowledge Bases: A Case Study—0
Multi\^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression—0
Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction—0
Event-Driven Learning of Systematic Behaviours in Stock Markets—0
OpenIE6: Iterative Grid Labeling and Coordination Analysis for Open Information ExtractionCode1
Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
Tag and Correct: Question aware Open Information Extraction with Two-stage Decoding—0
EVIDENCEMINER: Textual Evidence Discovery for Life Sciences—0
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
IMoJIE: Iterative Memory-Based Joint Open Information ExtractionCode1
Automatic Textual Evidence Mining in COVID-19 Literature—0
NaïveRole: Author-Contribution Extraction and Parsing from Biomedical Manuscripts—0
CaRe: Open Knowledge Graph Embeddings—0
CaRB: A Crowdsourced Benchmark for Open IECode0
Supervising Unsupervised Open Information Extraction Models—0
On the Possibility of Rewarding Structure Learning Agents: Mutual Information on Linguistic Random SetsCode0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus—0
Semantic Hypergraphs—0
Quantifying Similarity between Relations with Fact DistributionCode0
Event extraction based on open information extraction and ontology—0
Shift-of-Perspective Identification Within Legal Cases—0
OpenCeres: When Open Information Extraction Meets the Semi-Structured Web—0
MinScIE: Citation-centered Open Information ExtractionCode0
Improving Open Information Extraction via Iterative Rank-Aware LearningCode0
Learning Open Information Extraction of Implicit Relations from Reading Comprehension Datasets—0
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding—0
Logician: A Unified End-to-End Neural Approach for Open-Domain Information Extraction—0
OPIEC: An Open Information Extraction CorpusCode0
OpenKI: Integrating Open Information Extraction and Knowledge Bases with Relation InferenceCode0
Open Information Extraction from Question-Answer Pairs—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