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NELL

Never Ending Language Learning

TextsUnknownIntroduced 2010-01-01

NELL is a dataset built from the Web via an intelligent agent called Never-Ending Language Learner. This agent attempts to learn over time to read the web. NELL has accumulated over 50 million candidate beliefs by reading the web, and it is considering these at different levels of confidence. NELL has high confidence in 2,810,379 of these beliefs.

Source: A Survey on Knowledge Graphs: Representation, Acquisition and Applications Image Source: http://rtw.ml.cmu.edu/rtw/

Benchmarks

Node Classification/Accuracy

Related Benchmarks

NELL-995/Inductive knowledge graph completion/MRR 1p NELL-995/Inductive knowledge graph completion/MRR 2i NELL-995/Inductive knowledge graph completion/MRR 2p NELL-995/Inductive knowledge graph completion/MRR 2u NELL-995/Inductive knowledge graph completion/MRR 3i NELL-995/Inductive knowledge graph completion/MRR 3p NELL-995/Inductive knowledge graph completion/MRR ip NELL-995/Inductive knowledge graph completion/MRR pi NELL-995/Inductive knowledge graph completion/MRR up NELL-995/Knowledge Graph Completion/MRR 1p NELL-995/Knowledge Graph Completion/MRR 2i NELL-995/Knowledge Graph Completion/MRR 2p NELL-995/Knowledge Graph Completion/MRR 2u NELL-995/Knowledge Graph Completion/MRR 3i NELL-995/Knowledge Graph Completion/MRR 3p NELL-995/Knowledge Graph Completion/MRR ip NELL-995/Knowledge Graph Completion/MRR pi NELL-995/Knowledge Graph Completion/MRR up NELL-995/Knowledge Graphs/MRR 1p NELL-995/Knowledge Graphs/MRR 2i NELL-995/Knowledge Graphs/MRR 2p NELL-995/Knowledge Graphs/MRR 2u NELL-995/Knowledge Graphs/MRR 3i NELL-995/Knowledge Graphs/MRR 3p NELL-995/Knowledge Graphs/MRR ip NELL-995/Knowledge Graphs/MRR pi NELL-995/Knowledge Graphs/MRR up NELL-995/Large Language Model/MRR 1p NELL-995/Large Language Model/MRR 2i NELL-995/Large Language Model/MRR 2p NELL-995/Large Language Model/MRR 2u NELL-995/Large Language Model/MRR 3i NELL-995/Large Language Model/MRR 3p NELL-995/Large Language Model/MRR ip NELL-995/Large Language Model/MRR pi NELL-995/Large Language Model/MRR up NELL-995/Link Prediction/HITS@3 NELL-995/Link Prediction/Hits@1 NELL-995/Link Prediction/Hits@10 NELL-995/Link Prediction/MRR NELL-995/Link Prediction/Mean AP NELL995/Inductive knowledge graph completion/Hits@3 1p NELL995/Inductive knowledge graph completion/Hits@3 2i NELL995/Inductive knowledge graph completion/Hits@3 2p NELL995/Inductive knowledge graph completion/Hits@3 2u NELL995/Inductive knowledge graph completion/Hits@3 3i NELL995/Inductive knowledge graph completion/Hits@3 3p NELL995/Inductive knowledge graph completion/Hits@3 ip NELL995/Inductive knowledge graph completion/Hits@3 pi NELL995/Inductive knowledge graph completion/Hits@3 up NELL995/Knowledge Graph Completion/Hits@3 1p NELL995/Knowledge Graph Completion/Hits@3 2i NELL995/Knowledge Graph Completion/Hits@3 2p NELL995/Knowledge Graph Completion/Hits@3 2u NELL995/Knowledge Graph Completion/Hits@3 3i NELL995/Knowledge Graph Completion/Hits@3 3p NELL995/Knowledge Graph Completion/Hits@3 ip NELL995/Knowledge Graph Completion/Hits@3 pi NELL995/Knowledge Graph Completion/Hits@3 up NELL995/Knowledge Graphs/Hits@3 1p NELL995/Knowledge Graphs/Hits@3 2i NELL995/Knowledge Graphs/Hits@3 2p NELL995/Knowledge Graphs/Hits@3 2u NELL995/Knowledge Graphs/Hits@3 3i NELL995/Knowledge Graphs/Hits@3 3p NELL995/Knowledge Graphs/Hits@3 ip NELL995/Knowledge Graphs/Hits@3 pi NELL995/Knowledge Graphs/Hits@3 up NELL995/Large Language Model/Hits@3 1p NELL995/Large Language Model/Hits@3 2i NELL995/Large Language Model/Hits@3 2p NELL995/Large Language Model/Hits@3 2u NELL995/Large Language Model/Hits@3 3i NELL995/Large Language Model/Hits@3 3p NELL995/Large Language Model/Hits@3 ip NELL995/Large Language Model/Hits@3 pi NELL995/Large Language Model/Hits@3 up

Statistics

Papers: 177
Benchmarks: 1

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Tasks

Complex Query Answering Link Prediction Node Classification