Termsslug: token-embedding-editing

Token Embedding Editing

词嵌入编辑

Directly modifying embedding-layer parameters to alter behavior without gradient updates.

Curated Intelligence

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机器之心 (微信公众号)T2·Models
78 pts
Stanford Fixes Robot Instruction Failures by Editing 65 Embedding Rows

A Stanford-led team proposes debugging robot policies by directly editing 65 rows of a vision-language model's token embedding layer, with no gradient updates or new demonstration data. On 335 held-out instructions containing the edited tokens, success rate rose from 74.3% to 87.5%, while outcomes on 430 other episodes stayed unchanged. The paper, code and all 16 experiment logs are public.