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Multi-hop Question Answering on InfoQA Synthetic Multi-hop QA (2–4 hop)

98Avg F1InfoQA
29.3647.186582.82Sep 25, 2025

Evaluation results

MethodLinks
InfoQAContext Length=0.5k, Type=Context Average, Backbone=Qwen3-14B2025.0998
InfoQAType=Overall Average, Backbone=Qwen3-14B2025.0986
InfoQA w/o Pruning Past Reasoning Trace (P.)Type=Overall Average, Backbone=Qwen3-14B2025.0978
Self Consistency (S-C)Type=Overall Average, Backbone=Qwen3-14B2025.0975
Chain-of-Thought (CoT)Type=Overall Average, Backbone=Qwen3-14B2025.0973
ReActType=Overall Average, Backbone=Qwen3-14B2025.0966
Plan-and-Solve (P&S)Type=Overall Average, Backbone=Qwen3-14B2025.0966
Self-Ask (S-A)Type=Overall Average, Backbone=Qwen3-14B2025.0965
InfoQA w/o Capacity-Aware Task Decomposition (D.)Type=Overall Average, Backbone=Qwen3-14B2025.0965
Self-Refine (S-R)Type=Overall Average, Backbone=Qwen3-14B2025.0957
InfoQAContext Length=10k, Type=Context Average, Backbone=Qwen3-14B2025.0954
DirectType=Overall Average, Backbone=Qwen3-14B2025.0932