fcyin.bsky.social
CS PhD student @UT Austin studying NLP. Prev:@CornellCIS
👤 Joined on 19 November 2024
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@fcyin.bsky.socialThis has huge practical implications! It opens the door to using small, efficient models as sandboxes to probe, understand, and even steer their much larger counterparts. Paper: arxiv.org/abs/2506.00653 Joint work with Femi Bello, @anubrata.bsky.social, Fanzhi Zeng, @fcyin.bsky.social
Show PostAnyone know of any datasets of fair play detective fiction (i.e., no essential information is withheld from the reader), with annotations for (ideally) who the culprit(s) are, who the suspects are, and other relevant information (clues, red herrings, important reveals, narrative turning points)?
Show PostWhat if you could understand and control an LLM by studying its *smaller* sibling? Our new paper introduces the Linear Representation Transferability Hypothesis. We find that the internal representations of different-sized models can be translated into one another using a simple linear(affine) map.
Show PostHave that eerie feeling of déjà vu when reading model-generated text 👀, but can’t pinpoint the specific words or phrases 👀? ✨We introduce QUDsim, to quantify discourse similarities beyond lexical, syntactic, and content overlap.
Show Post2.) [ICLR 2025] When does CoT help? It turns out that gains are mainly on math and symbolic reasoning. Check out our paper for a deep dive into MMLU, hundreds of experiments, and a meta-analysis of CoT across 3 conferences covering over 100 papers! arxiv.org/abs/2409.12183
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