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Question Answering on QuALITY multiple choice (test)

86.09AccuracyGPT-4
59.320466.270273.2280.1698Mar 18, 2026

Evaluation results

MethodLinks
GPT-4RAG Setting=Oracle RAG, Retriever=Perfect (Entire document in-context), Prompting=few-shot chain-of-thought2026.0386.09100
GPT-3.5RAG Setting=Oracle RAG, Retriever=Perfect (Entire document in-context), Prompting=few-shot chain-of-thought2026.0372.6100
EntiGraph CPTBase Model=Llama 3 8B, RAG Setting=Standard RAG, Prompting=few-shot chain-of-thought2026.0362.699.63
Llama 3 8B BaseRAG Setting=Standard RAG, Prompting=few-shot chain-of-thought2026.0360.3599.63