Termsslug: repetition-loop

Repetition Loop

复读死循环

A degeneration where a language model repeatedly emits the same span and fails to terminate normally.

Curated Intelligence

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新智元 (微信公众号)T2·Models
58 pts
MIT Blog Demonstrates Weight-Space Programming, Lifting Small Model Math 6x

A MIT blog post on "weight-space programming" drew wide attention: in the experiment, GPT-6 Astra wrote Python scripts to diagnose and modify just 0.016% of the weights in a 0.8B small model, fixing a repetition loop and roughly 6x-ing its math score. Researchers later noted the model did not directly "compute" weights but essentially wrote debugging code, though the post frames the work around recursive self-improvement (RSI).