SOTAVerified

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
PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine TranslationCode0
Graphene: Semantically-Linked Propositions in Open Information ExtractionCode0
On the Possibility of Rewarding Structure Learning Agents: Mutual Information on Linguistic Random SetsCode0
Quantifying Similarity between Relations with Fact DistributionCode0
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
Exploiting Duality in Open Information Extraction with Predicate PromptCode0
mOKB6: A Multilingual Open Knowledge Base Completion BenchmarkCode0
A Consolidated Open Knowledge Representation for Multiple TextsCode0
MinScIE: Citation-centered Open Information ExtractionCode0
Facts That MatterCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role LabelingCode0
Leveraging Open Information Extraction for More Robust Domain Transfer of Event Trigger DetectionCode0
Mapping and Cleaning Open Commonsense Knowledge Bases with Generative TranslationCode0
Multi-View Clustering for Open Knowledge Base CanonicalizationCode0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Explore Person Specific Evidence in Web Person Name Disambiguation—0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus—0
Challenges in Expanding Portuguese Resources: A View from Open Information Extraction—0
Automatic Open Knowledge Acquisition via Long Short-Term Memory Networks with Feedback Negative Sampling—0
EVIDENCEMINER: Textual Evidence Discovery for Life Sciences—0
Event Role Extraction using Domain-Relevant Word Representations—0
Event extraction based on open information extraction and ontology—0
Chain Based RNN for Relation Classification—0
A Survey on Open Information Extraction—0
Event-Driven Learning of Systematic Behaviours in Stock Markets—0
Evaluation of Unsupervised Information Extraction—0
CaRe: Open Knowledge Graph Embeddings—0
Evaluating the Quality of a Knowledge Base Populated from Text—0
Enriching Relation Extraction with OpenIE—0
A Survey on Neural Open Information Extraction: Current Status and Future Directions—0
Enhanced Knowledge Graphs Using Typed Entailment Graphs—0
Leveraging Linguistically Enhanced Embeddings for Open Information Extraction—0
Embedding Open-domain Common-sense Knowledge from Text—0
Efficient Data Learning for Open Information Extraction with Pre-trained Language Models—0
Learning a Compositional Semantics for Freebase with an Open Predicate Vocabulary—0
ECNUICA at SemEval-2021 Task 11: Rule based Information Extraction Pipeline—0
Canonicalizing Open Knowledge Bases—0
Assertion-based QA with Question-Aware Open Information Extraction—0
Analysing Errors of Open Information Extraction Systems—0
Large-Scale Information Extraction from Textual Definitions through Deep Syntactic and Semantic Analysis—0
Large Language Models Perform on Par with Experts Identifying Mental Health Factors in Adolescent Online Forums—0
KrakeN: N-ary Facts in Open Information Extraction—0
Learning for Biomedical Information Extraction: Methodological Review of Recent Advances—0
Learning Open Information Extraction of Implicit Relations from Reading Comprehension Datasets—0
Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction—0
Knowledge is Power: Understanding Causality Makes Legal judgment Prediction Models More Generalizable and Robust—0
Domain-Targeted, High Precision Knowledge 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