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Sam Martin

Karma: 126

Ob­sta­cles to the scal­able over­sight of auto-al­ign­ment research

Sam Martin, Dewi Gould, Cameron Holmes and Jacob Pfau
16 Sep 2026 21:52 UTC
52 points
0 comments9 min readLW link

Sam Martin’s Shortform

Sam Martin16 Sep 2026 21:52 UTC
1 point
0 comments1 min readLW link

De­bate with Self-Play Best-of-N Optimization

Dewi Gould, Sam Martin, Alejandro Aristizabal, Simon Marshall and Jacob Pfau
9 Jul 2026 15:29 UTC
53 points
2 comments14 min readLW link

Clas­sifier Con­text Rot: Mon­i­tor Perfor­mance De­grades with Con­text Length

Fabien Roger and Sam Martin
18 May 2026 14:05 UTC
56 points
1 comment4 min readLW link

How use­ful is cross-do­main gen­er­al­iza­tion for train­ing LLM mon­i­tors?

Fabien Roger and Sam Martin
18 May 2026 13:52 UTC
21 points
0 comments4 min readLW link