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Dylan Sam

@dsam99.bsky.social

Machine Learning PhD Student at CMU | Student Researcher at Google | dsam99.github.io

1,125 Followers  |  110 Following  |  3 Posts  |  Joined: 18.11.2024  |  1.316

Latest posts by dsam99.bsky.social on Bluesky


A very interesting paper with insights into understanding when and why synthetic data (although imperfect and biased) can boost the performance of statistical inference!! πŸ“ˆ

10.10.2025 17:44 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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LLM self-improvement has critical implications in synthetic data, post-training and test-time inference. To understand LLMs' true capability of self-improvement, we perform large-scale experiments with multiple families of LLMs, tasks and mechanisms. Here is what we found: (1/9)

06.12.2024 18:02 β€” πŸ‘ 12    πŸ” 4    πŸ’¬ 1    πŸ“Œ 1

βœ‹βœ‹

24.11.2024 16:24 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Could I be added as well? I’ve worked a bit on uncertainty quantification in LLMs and BNNs πŸ˜ƒ

19.11.2024 15:31 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

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