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Santosh
1,248 posts
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Santosh

@SantoshStyles
I mostly use this account for biomedical ML/NLP/IR Current: ML/NLP/IR @Veradigm He/Him
California, USA
github.com/Santosh-Gupta
Joined May 2009
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  • user avatar
    Santosh
    @SantoshStyles
    Aug 19
    A few interesting things: Exploration was partly hard-coded: ≥50 backbones from each of 7 generators, and the final 30 had to span ≥3 methods Claude’s final ranking was extremely correlated with the co-folding score (ρ=.86) and didn’t outperform it (AP .48 vs .52). tl;dr
    user avatar
    Anthropic
    @AnthropicAI
    Aug 18
    Many drugs work by binding to a specific target in the body and blocking or changing what it does. An important first step in the drug development process is designing a molecule that can bind tightly to its target. Traditionally, that's meant weeks or months of expert work per
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    Santosh
    @SantoshStyles
    Jul 11
    It took me a while too, I eventually figured it out using Claude/ChatGPT and a bunch of examples. Posting what helped me in case it helps anyone else or at least makes it easier/faster.
    user avatar
    Shenao Zhang
    @ShenaoZhang
    Jun 24
    It took me a while to understand why naive PPO/GRPO tends to decrease entropy even when rewards are random. The mental model is, an overgrown action’s likelihood ratio can be pushed down with negative-advantage samples, but clipping caps the downward corrections, and these
  • user avatar
    Santosh
    @SantoshStyles
    Jul 10
    Here are the most interesting slides from a Claude Fable prediction on what part 2 might cover in 3Blue1Brown's series on Entropy and Compression. I went through the slides here youtube.com/watch?v=Ve1BUG… But it's pretty long a big part of it was recap, and I think these posts
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  • user avatar
    Santosh
    @SantoshStyles
    Jul 10
    I asked Claude Fable to predict part 2 of @3blue1brown 's series on Entropy and Compression. It made a whole animated presentation. youtube.com/watch?v=Ve1BUG…
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  • user avatar
    Santosh
    @SantoshStyles
    Jun 22
    For anyone who might find this useful, AI tools are really good at reading messy doctors' handwriting. Recently I was trying to read a note for a family member for a really old note for their case history. I used Chatgpt + gemini, expecting only some ideas from the context, but
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