用行为一致性作为新指标，量化LLM智能体自身不确定性，方法新颖且具启发性。
arXiv:2602.11619v2 Announce Type: replace Abstract: Running the same LLM agent on identical inputs yields 2.3-4.2 distinct action sequences per 10 run…
像package-lock锁定包版本一样，Probelock用lockfile锁定LLM工具调用的行为一致性，避免量化或版本升级后功能回归。
Article URL: https://github.com/kelkalot/probelock Comments URL: https://news.ycombinator.com/item?id=48842075 Points: 1 # Comments: 0
打破用户记忆统一评分迷思，揭示LLM个性化失败的三维诊断框架。
arXiv:2606.11712v1 Announce Type: cross Abstract: User-side memory in LLMs is typically scored as a single "personalization" capability: given a user'…
系统揭示开源大模型在不同伦理领域的安全行为差异，直指透明度缺口与合规不可预测性
arXiv:2606.04035v1 Announce Type: cross Abstract: We present a systematic study of domain-dependent safety behavior in open-weight LLMs: 7 standardize…