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Ameet Talwalkar

@atalwalkar.bsky.social
234 followers 32 following 8 posts

Professor in ML @ CMU

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Ameet Talwalkar @atalwalkar.bsky.social · 05/03/2025
We built CopilotArena this fall in order to evaluate coding models in realistic, interactive environments. Check out our recent writeup describing the results, as well as details of the system itself. Work led by @waynechi.bsky.social and Valerie Chen. .
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Ameet Talwalkar @atalwalkar.bsky.social · 11/12/2024
great to see more specialized ML conferences! Mega conferences are fun, but at least in my experience with MLSys, I've had much better scientific conversations at smaller ones.
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Ameet Talwalkar @atalwalkar.bsky.social · 11/12/2024
Excited about L2G, led by Wenduo Cheng. We leverage LLMs to beat genomic FMs and strong supervised baselines on a wide range of benchmarks. L2G uses cross-modal transfer (rather than vanilla fine-tuning), and neural architecture search to learn a genomic-specific embedder model.
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Reposted by Ameet Talwalkar
Jian Ma @jianma.bsky.social · 11/12/2024
Can we bypass the resource bottleneck of pretraining genomic Foundation Models? Our work L2G repurposes language LLMs for genomics via cross-modal transfer, matching fine-tuned genomic FMs. Kudos to Wenduo & fantastic collab w/ @atalwalkar.bsky.social. L2G, language to genome; L2G, life’s too good!
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Ameet Talwalkar @atalwalkar.bsky.social · 06/12/2024
Great writeup on the Chatbot Arena team, including a nice photo of @waynechi.bsky.social's back (in the purple shirt). It's been fun collaborating with this team via CoPilot Arena (blog.lmarena.ai/blog/2024/co...), and I'm super impressed with their hustle! www.wsj.com/tech/ai/the-...
wsj.com
The UC Berkeley Project That Is the AI Industry’s Obsession
Chatbot Arena ranks the world’s best AI models on a leaderboard based on user voting in head-to-head competitions between bots.
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Ameet Talwalkar @atalwalkar.bsky.social · 06/12/2024
Check out @junhongshen1.bsky.social's blog post describing this project in more detail: blog.ml.cmu.edu/2024/12/06/s...
blog.ml.cmu.edu
ScribeAgent: Fine-Tuning Open-Source LLMs for Enhanced Web Navigation
TL;DR: LLM web agents are designed to predict a sequence of actions to complete a user-specified task. Most existing agents are built on top of general-purpose, proprietary models like GPT-4 and rely ...
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Ameet Talwalkar @atalwalkar.bsky.social · 03/12/2024
Excited to share this work! This was a fun project in collaboration with Scribe, and a great example of the power of open-source FMs when coupled with rich domain-specific data!
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Reposted by Ameet Talwalkar
Vaishnavh Nagarajan @vaishnavh.bsky.social · 03/12/2024
if you're a PhD student at CMU doing AI/ML, lmk if you want to be added to this starter pack. (I don't belong in this list, but I don't know how to remove myself from this pack 😂) go.bsky.app/9APVxQQ
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