Unverified50% confidenceFactExact time
Proposition 1 of the paper proves that residual confounding is bounded by a bound related to the length of the contamination window, with a longer contamination window yielding a larger upper bound on residual bias.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe paper points out that the root cause of long-context degradation lies not entirely in context length, but in the number of effective distractors it contains.66% similarVerifiedContext pollution refers to irrelevant or harmful information occupying the limited context window space of a model, causing the model's attention to be diverted and reasoning quality to degrade.63% similarUnverified传统大模型调用依赖提示词工程存在三大局限：模型版本敏感性、上下文窗口污染、输出格式不稳定62% similarUnverified上下文窗口的大小不等于有效利用的能力，窗口越大指令衰减的潜在风险反而可能越突出60% similarUnverified状态离散化存在权衡：分桶粒度过粗导致信息损失，过细则导致维度灾难59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/975721API
curl https://kongchang.com/api/v1/knowledge/claims/975721MCP
get_claim(id=975721)