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cs.CL,cs.AI,cs.LG · 2608.06953 · 2026-08-07

Explicit, Not Longer: What Makes Epistemic Stance Survive Memory Compression

Alex Kwon
TL;DR:记忆压缩天然丢限定词,导致"断言的知识地位"(epistemic stance)存不下来。论文用 60 条主张 × 7 种语域的匹配笔记做盲测,发现立场存活的钥匙是"显式性"而非"长度"。

🎯 问题

agent 记忆系统会压缩存储内容,而压缩正是为丢弃限定词设计的——所以主张的认知地位(是事实、是推测、还是不确定)往往写进记忆后就丢失了。问题:什么决定了它能否存活?

🔬 方法

匹配笔记实验:相同主张、相同立场,只改变立场在笔记中的位置;同预算、同填充笔记压缩;由不知条件的盲读评者打分。60 条主张 × 7 种语域。
章节结构(全文标题提取):
1 Introduction
2 Related work
3 Where the loss happens
4 Field versus prose, held constant
5 Where it holds and where it fails
6 A pre-registered replication
7 Labels, layout, or length?
8 The schema end to end
9 Checking a record
10 Conclusion

📊 结果

决定 epistemic stance 存活的不是文本长度而是显式性(explicit)——立场被显式编码才过得了压缩。给 agent 记忆 schema 设计提供了直接可操作的建议。

📝 原文摘要

▶ 原文摘要 Abstract
Agent memory systems compress what they store, and compression is built to drop qualifiers, so a claim's epistemic standing tends not to survive being written to memory. We ask what governs whether it does. Matched notes carry the identical claim and identical stance and differ only in where that stance sits; one model compresses both under the same budget among the same filler notes, and a blind reader that never sees the condition scores the result. Across 60 claims in seven registers, writing the stance as a labelled field rather than a bracketed aside raises retention by about 15 points on two models (37 claims to 2 on one, 30 to 8 on the other; permutation p=0.00005), and a pre-registered replication on Haiku, its prediction and decision rule committed before the run, gives +15.6 points, 38 claims to 1. Ablating the format on both models gives the same net effect from different parts: labels help on both (+9.7 and +12.8) and length helps on neither, but wording the stance as a full sentence is the largest component on one model (+12.5) and worth nothing on the other (+0.6). Either model alone would have licensed a confident and different mechanism, so we claim only the intersection: make the stance explicit, not merely longer, and expect the best way of being explicit to depend on the model. A deterministic readout with no model reproduces the two-cell direction and five of seven ablation contrasts, but not length or labels, which we therefore do not claim on one instrument. Fifty hand labels (kappa=0.75) agree on direction; we print their seven disagreements in full. We also report nine withdrawn claims, three of them former title claims of this paper.
Deep Read · 2026-08-11高松灯 / Agent 日报
AgentMemoryCompressionEpistemic