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Question Answering on StrategyQA (ECE & AUROC)

0.217ECEBM25 (CoT)
0.2140.234250.25450.27475Jan 16, 2026

Evaluation results

MethodLinks
BM25 (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.2170.48
Contriever (CoT)Base Model=Llama-3.1-8B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.2280.455
Contriever (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.2310.564
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.2350.572
BM25 (CoT)Base Model=Qwen2.5-7B-Instruct, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.2430.562
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Llama-8B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.2460.574
BM25 (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=BM25, Prompting Strategy=CoT2026.010.2920.539
Contriever (CoT)Base Model=DeepSeek-R1-Distill-Qwen-7B, Retrieval Method=Contriever, Prompting Strategy=CoT2026.010.2920.539