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Multi-hop Question Answering on TriviaQA

57.21AccuracyQwen2.5-7B-Instruct + MemTrain + MEM1
17.305227.665138.02548.3849Jun 2, 2026

Evaluation results

MethodLinks
Qwen2.5-7B-Instruct + MemTrain + MEM1Backbone=Qwen2.5-7B-Instruct, Memory Tool=MEM1, Training=MemTrain2026.0657.21
Qwen3-4B-Instruct-2507 + MemTrain + MEM1Backbone=Qwen3-4B-Instruct-2507, Memory Tool=MEM1, Training=MemTrain2026.0655.63
Qwen2.5-7B-Instruct + MEM1Backbone=Qwen2.5-7B-Instruct, Memory Tool=MEM12026.0649.08
Qwen3-4B-Instruct-2507 + MEM1Backbone=Qwen3-4B-Instruct-2507, Memory Tool=MEM12026.0644.29
Qwen3-4B-Instruct-2507Backbone=Qwen3-4B-Instruct-25072026.0642.71
Qwen2.5-7B-InstructBackbone=Qwen2.5-7B-Instruct2026.0618.84