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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 101–150 of 207 papers

TitleStatusHype
Leveraging Linguistic Structure For Open Domain Information Extraction—0
Supervised Learning of Automatic Pyramid for Optimization-Based Multi-Document Summarization—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
Bootstrapping Biomedical Ontologies for Scientific Text using NELL—0
Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain—0
Logician: A Unified End-to-End Neural Approach for Open-Domain Information Extraction—0
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction—0
Supervised Open Information Extraction—0
Boosting Open Information Extraction with Noun-Based Relations—0
Supervising Unsupervised Open Information Extraction Models—0
Mastering the Task of Open Information Extraction with Large Language Models and Consistent Reasoning Environment—0
Maximal Clique Based Non-Autoregressive Open Information Extraction—0
MILLIE: Modular & Iterative Multilingual Open Information Extraction—0
Utilizando Features Lingu\' Gen\'ericas para Classifica \~ao de Triplas Relacionais em Portugu\^es (Generic Linguistic Features for Relational Triples Classification in Portuguese)[In Portuguese]—0
Vietnamese Open Information Extraction—0
When to Use What: An In-Depth Comparative Empirical Analysis of OpenIE Systems for Downstream Applications—0
Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction—0
MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models—0
A Weighting Scheme for Open Information Extraction—0
Automatic Textual Evidence Mining in COVID-19 Literature—0
Multilingual corpora with coreferential annotation of person entities—0
Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology—0
Tag and Correct: Question aware Open Information Extraction with Two-stage Decoding—0
NaïveRole: Author-Contribution Extraction and Parsing from Biomedical Manuscripts—0
Nested Propositions in Open Information Extraction—0
Neural Open Information Extraction—0
OIE@OIA: an Adaptable and Efficient Open Information Extraction Framework—0
On Aligning OpenIE Extractions with Knowledge Bases: A Case Study—0
A Large-Scale Multilingual Disambiguation of Glosses—0
OpenCeres: When Open Information Extraction Meets the Semi-Structured Web—0
Automatic Open Knowledge Acquisition via Long Short-Term Memory Networks with Feedback Negative Sampling—0
Open Extraction of Fine-Grained Political Statements—0
A Survey on Open Information Extraction—0
Open IE as an Intermediate Structure for Semantic Tasks—0
Open Information Extraction—0
Open Information Extraction: Approche Supervisée et Syntaxique pour le Français (Supervised Syntactic Approach for French Open Information Extraction)—0
Open Information Extraction: A Review of Baseline Techniques, Approaches, and Applications—0
Open Information Extraction for SOV Language Based on Entity-Predicate Pair Detection—0
Open Information Extraction for Spanish Language based on Syntactic Constraints—0
A Survey on Open Information Extraction from Rule-based Model to Large Language Model—0
Open Information Extraction from Conjunctive Sentences—0
Open Information Extraction from Question-Answer Pairs—0
Open Information Extraction on Scientific Text: An Evaluation—0
BenchIE^FL : A Manually Re-Annotated Fact-Based Open Information Extraction Benchmark—0
Open Information Extraction with Tree Kernels—0
Open Language Learning for Information Extraction—0
Open Relation Extraction for Polish: Preliminary Experiments—0
Neon: News Entity-Interaction Extraction for Enhanced Question Answering—0
Paraphrase for Open Question Answering: New Dataset and Methods—0
Pattern Learning for Relation Extraction with a Hierarchical Topic Model—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