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Question Answering on Bamboogle (ECE, AUROC)

0.521ECEBM25 (CoT)
0.510920.578960.6470.71504Jan 16, 2026

Evaluation results

MethodLinks
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.5210.754
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.5570.714
BM25 (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.6130.452
BM25 (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.6280.599
Contriever (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.6290.445
Contriever (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.6320.696
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.7560.584
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.7730.632