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Ken Luo

@ken-lxl.bsky.social
28 followers 6 following 0 posts

LoveLab, UCL. CompNeuro, BrainGPT

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Reposted by Ken Luo
Bradley Love @profdata.bsky.social · 13/06/2025
New blog w @ken-lxl.bsky.social, “Giving LLMs too much RoPE: A limit on Sutton’s Bitter Lesson”. The field has shifted from flexible data-driven position representations to fixed approaches following human intuitions. Here’s why and what it means for model performance bradlove.org/blog/positio...
bradlove.org
Giving LLMs too much RoPE: A limit on Sutton’s Bitter Lesson — Bradley C. Love
Introduction Sutton’s Bitter Lesson (Sutton, 2019) argues that machine learning breakthroughs, like AlphaGo, BERT, and large-scale vision models, rely on general, computation-driven methods that prior...
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Reposted by Ken Luo
Bradley Love @profdata.bsky.social · 28/05/2025
New blog, "Backwards Compatible: The Strange Math Behind Word Order in AI" w @ken-lxl.bsky.social It turns out the language learning problem is the same for any word order, but is that true in practice for large language models? paper: arxiv.org/abs/2505.08739 BLOG: bradlove.org/blog/prob-ll...
https://bradlove.org/blog/prob-llm-consistency
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Reposted by Ken Luo
Bradley Love @profdata.bsky.social · 27/11/2024
"Large language models surpass human experts in predicting neuroscience results" w @ken-lxl.bsky.social and braingpt.org. LLMs integrate a noisy yet interrelated scientific literature to forecast outcomes. nature.com/articles/s41... 1/8
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