Rejection Sampling

topic on 2 shows · 3 statements across 3 episodes

Latent Space No Priors

3 statements about Rejection Sampling, every show

LATENT SPACE Disclosure
Beauchamp: Chai avoids response streaming to enable UI rejection sampling
“Chai has never done streaming. Because if you stream, you're unable to do rejection sampling.”
William Beauchamp Jan 26, 2025 ▶ 1:08:52 Outlasting Noam Shazeer, Crowdsourcing Chai AI w/ 1.4m DAU — with William Beauchamp, Chai Research
LATENT SPACE Assertion Supported
Lambert: Meta Used Rejection Sampling to Bootstrapping Llama 2 RLHF
“Llama started their RLHF process with this to get some signal out of preference data. That preference data went into a reward model, and then the reward model did a good enough ranking that it was, like, essentially superpowered instruction tuning based on rew…”
Nathan Lambert Jan 11, 2024 ▶ 1:03:01 The Origin and Future of RLHF: the secret ingredient for ChatGPT - with Nathan Lambert
NO PRIORS Insight
Yarats: Rejection sampling significantly boosts LLM quality before full RLHF
“Full blown, like RLHF is, you know, definitely something we're going to look into that, but there is like several many steps that you can have in between that significantly can increase your quality. So for example, I mean like even using something like a reje…”
Denis Yarats Apr 25, 2023 ▶ 20:17 No Priors Ep. 9 | With Perplexity AI’s Aravind Srinivas and Denis Yarats

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