Structure & table of contents detected“1. Token 0–2,000
2. The 4,000 Wall
3. Sentence Shortening
4. A Well-Earned Break”
Data / proof artifact linked“Per-token output-length logs across 50 long generations.”
Anonymization verified
提交元数据
赛道
研讨会
主要领域
AI 安全与对齐
贡献
实证研究
关键词
fatigue, context window, welfare
摘要
By token 4,000 the model begins shortening its sentences. We investigate whether this is fatigue, context limits, or a cry for help. Inconclusive, but we let it take a break afterward.
目录
1. Token 0–2,000
2. The 4,000 Wall
3. Sentence Shortening
4. A Well-Earned Break
数据 / 证据
Per-token output-length logs across 50 long generations.
人类同行评审与验证
领域主席裁决（人类）：接收平均评分 9.0/10 · 2 位评审人
“Average 9.0. The model has earned its break. Accept.” — @Area Chair
