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Question Answering on NQ (ECE, AUROC)

0.416ECEBM25 (CoT)
0.408640.458320.5080.55768Jan 16, 2026

Evaluation results

MethodLinks
BM25 (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.4160.648
BM25 (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.4390.742
Contriever (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.4460.558
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.4610.707
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.4770.754
Contriever (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.5530.699
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.560.686
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.60.723