视频选题榜 2026-07-24

• https://arxiv.org/abs/2607.19865 · DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations · 文档 Agent 评估方法学层 · 确定性可验证基准 + 4 原子维度 × 4 级复杂度 + 3 类失败模式 · round=R1
• https://arxiv.org/abs/2607.20379 · Train the Model, Not the Reader: Decodability Supervision for Verifiable Activation Explanations · 给可解释性测试加一层独立核查 · round=R2
• https://arxiv.org/abs/2607.21503 · Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems · 完整 lifecycle + 5 原语 + 92%/93.2%(gpt-5 配置) + 9 框架集成 + Synap cloud · round=R3