The Ledger

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Insight
Lambert: RLVR targets performance characteristics better than traditional RLHF reward models
“These reward models tend to have a lot of problems and you can over optimize them much more easily because the reward models will pick up on features that are maybe emojis or something like this that you don't actually care about where RLVR is much better matc…”
Nathan Lambert Nov 20, 2025 ▶ 1:13:35 Open Source AI Strikes Back — Inside Ai2’s OLMo 3 ‘Thinking"
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