JAM with a Qwen3.5-4B Researcher scores higher than the evaluated training-free memory systems and larger trained agents across most main benchmark settings; the quoted Memory-R1 variants have higher open-domain LoCoMo F1. On HotpotQA it sustains comparatively strong performance as context grows from 56k to 224k, although its F1 decreases with length.

JAM with a Qwen3.5-4B Researcher scores higher than the evaluated training-free memory systems and larger trained agents across most main benchmark settings; the quoted Memory-R1 variants have higher open-domain LoCoMo F1. On HotpotQA it sustains comparatively strong performance as context grows from 56k to 224k, although its F1 decreases with length. · CiteArk

测量结果

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每行是一项测量，分别显示论文报告、最近可用实测和累计证据状态。
指标与条件	论文报告	最近可用实测	证据判断
method: VANILLA · baseLLM: Qwen3.5-4B · category: SH · benchmark: locomo	48.15 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: MH · benchmark: locomo	32.98 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: TE · benchmark: locomo	42.66 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: OD · benchmark: locomo	19.63 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: OA · benchmark: locomo	42.45 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: LME · benchmark: longmemeval	54.8%	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: NAQA · benchmark: narrativeqa	31.23 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: 56k · benchmark: hotpotqa-56k	63.56 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: 112k · benchmark: hotpotqa-112k	53.04 F1 points (0–100)	—	尚未评估
method: VANILLA · baseLLM: Qwen3.5-4B · category: 224k · benchmark: hotpotqa-224k	36.97 F1 points (0–100)	—	尚未评估
method: RAG · baseLLM: Qwen3.5-4B · category: SH · benchmark: locomo	49.04 F1 points (0–100)	—	尚未评估
method: RAG · baseLLM: Qwen3.5-4B · category: MH · benchmark: locomo	34.39 F1 points (0–100)	—	尚未评估

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测量结果