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ResearchFormerly WizWand

Question Answering on ELI5 Wiki-answerable

26.6ROUGE-L ScoreKID
2.9929.12115.2521.379Apr 6, 2022
Updated 8mo ago

Evaluation results

MethodLinks
KIDAvailable FT Data=100%, Backbone=GPT2-medium2022.0426.6
RAGAvailable FT Data=100%, Mechanism=Wiki Retrieval Augmented2022.0421.4
QA-GNNAvailable FT Data=100%, Mechanism=GNN + Attention2022.0419.5
ReFlectiveAvailable FT Data=100%, Mechanism=Forward + Backward LMs2022.0418.2
FiD-T5Available FT Data=100%, Mechanism=Two-step Retrieval + Seq2Seq2022.0418.1
GPT2 + COMeT Emb.Available FT Data=100%, Mechanism=KG Embedding Fuse2022.0417.3
GPT2 + KnowledgeAvailable FT Data=100%, Mechanism=KG Triplets Post-train2022.0415.7
KIDAvailable FT Data=10%, Backbone=GPT2-medium2022.0415.2
GPT2 + COMeT Emb.Available FT Data=10%, Mechanism=KG Embedding Fuse2022.0413.4
GPT2 + KnowledgeAvailable FT Data=10%, Mechanism=KG Triplets Post-train2022.049.3
ReFlectiveAvailable FT Data=10%, Mechanism=Forward + Backward LMs2022.048.7
QA-GNNAvailable FT Data=10%, Mechanism=GNN + Attention2022.046.2
RAGAvailable FT Data=10%, Mechanism=Wiki Retrieval Augmented2022.045.7
FiD-T5Available FT Data=10%, Mechanism=Two-step Retrieval + Seq2Seq2022.043.9