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Adapters Unlock Reliable Self-Interpretation

Adapters Unlock Reliable Self-Interpretation
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πŸ“„Read original on ArXiv AI
#research#self-interpretation#v1#adapters#interpretabilitylightweight-adaptersself-interpretation

⚑ 30-Second TL;DR

What Changed

d_model+1 params suffice for strong gains

Why It Matters

Makes self-interpretation practical and scalable without model modifications.

What To Do Next

Prioritize whether this update affects your current workflow this week.

Who should care:Researchers & Academics

Key Points

  • β€’d_model+1 params suffice for strong gains
  • β€’85% improvement from bias vector alone
  • β€’Generalizes across tasks and model families
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