Christopher Chou @chrischou03
building marin @stanford | prev @lmarena_ai, @ucberkeley, intern @googledeepmind Joined September 2020-
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dope data work! also all on marin!
.@StanfordCRFM's Marin project has released the first fully open model in JAX. It’s an 'open lab' sharing the entire research process - including code, data, and logs, to enable reproducibility and further innovation. developers.googleblog.com/en/stanfords-m…
So about a month ago, Percy posted a version of this plot of our Marin 32B pretraining run. We got a lot of feedback, both public and private, that the spikes were bad. (This is a thread about how we fixed the spikes. Bear with me. )
So about a month ago, Percy posted a version of this plot of our Marin 32B pretraining run. We got a lot of feedback, both public and private, that the spikes were bad. (This is a thread about how we fixed the spikes. Bear with me. ) https://t.co/ePDDIL97Dg
At @CVPR ? Come see my talk on building evals which embrace the fuzziness of generative models at the EVAL-FoMo workshop today! This talk had everything - from Chatbot Arena to model vibes to designing UI's :P Details: June 11th, 4:30pm, room 210
Vision transformers have high-norm outliers that hurt performance and distort attention. While prior work removed them by retraining with “register” tokens, we find the mechanism behind outliers and make registers at ✨test-time✨—giving clean features and better performance! 🧵
LFG Chatbot Arena! AI Evaluation is an incredibly hard thing to get right especially balancing between user preference and model capability. I’m confident in the team to execute on this mission. Excited for the future!
LFG Chatbot Arena! AI Evaluation is an incredibly hard thing to get right especially balancing between user preference and model capability. I’m confident in the team to execute on this mission. Excited for the future!
Excited to finally share what we've been working on for the past year! Marin is a platform for developing foundation models from data curation to large-scale model training to evaluation. It's been a privilege to work on this with so many amazing people!
Excited to finally share what we've been working on for the past year! Marin is a platform for developing foundation models from data curation to large-scale model training to evaluation. It's been a privilege to work on this with so many amazing people!
💰🏆B@B members just swiped 30k in Prizes in one weekend, check out all the projects below: 🌟 Projects: Command Flare by @ravi_riley @cryptokidf @vardhans03 @notolegv - RAG Knowledge - 1st place AND Consensus Learning - 3rd place Voice To Flare by @mason_arditi, @0xromif ,…
Congrats to the xAI team :)
The progress in AI is down to three basic resources; (1) people (experts), (2) data, and (3) infrastructure. Arguably, at this point the US is only ahead in (3). Also, at this point the Chinese open source models are ahead. Not only DeepSeek but also Qwen. This is a fact.
Excellent work by Parth! Can’t wait to test this out myself :)
🚀 With the v0.7.0 release today, we are excited to announce the alpha release of vLLM V1: A major architectural upgrade with 1.7x speedup! Clean code, optimized execution loop, zero-overhead prefix caching, enhanced multimodal support, and more.
Love the work on making it easier for people to explore our data and how people are using our platform
Love the work on making it easier for people to explore our data and how people are using our platform
We have released our initial leaderboard for text-to-image models! Check it out and let us know what you think. One thing interesting to see is the ranking shifts based on whether the prompts are preset or not.
We have released our initial leaderboard for text-to-image models! Check it out and let us know what you think. One thing interesting to see is the ranking shifts based on whether the prompts are preset or not.
Check out Image Arena! We support models like Flux, Recraft, Dall-E and more for free!
Check out Image Arena! We support models like Flux, Recraft, Dall-E and more for free!
Fantastic work by Lisa. I often feel like I can predict a model's identity based on their output and she formalizes these vibes!
Fantastic work by Lisa. I often feel like I can predict a model's identity based on their output and she formalizes these vibes!
Check out SGLang!
Chatbot Arena update❤️🔥 Exciting news—@xai's Grok-2 and Grok-mini are now officially on the leaderboard! With over 6000 community votes, Grok-2 has claimed the #2 spot, surpassing GPT-4o (May) and tying with the latest Gemini! Grok-2-mini also impresses at #5. Grok-2 excels in…
Grok-2 is here, a new frontier-level model from @xai! I still remember the good old days when I was a GPU-poor grad student, playing with the Vicuna model and building the Chatbot Arena leaderboard with just a few GPUs. But now, my job at xAI is developing systems for the 100K…
Grok-2 is here, a new frontier-level model from @xai! I still remember the good old days when I was a GPU-poor grad student, playing with the Vicuna model and building the Chatbot Arena leaderboard with just a few GPUs. But now, my job at xAI is developing systems for the 100K…
We are thrilled to announce the milestone release of SGLang Runtime v0.2, featuring significant inference optimizations after months of hard work. It achieves up to 2.1x higher throughput compared to TRT-LLM and up to 3.8x higher throughput compared to vLLM. It consistently…

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3K Followers 1K Following Research Engineering Lead at @StanfordCRFM. Previously co-founder at Semantic Machines ⟶ MSFT. Lead developer of Levanter and Marin @[email protected]
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151 Followers 651 Following @berkeleynlp @berkeley_ai | eecs & business @ucberkeleymet
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Leena Mathur @lmathur_
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Sudeep Pillai @sudeeppillai
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Seyone Chithrananda @SeyoneC
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SkalskiP @skalskip92
38K Followers 1K Following Open-source Lead @roboflow. VLMs. GPU poor. Dog person. Coffee addict. Dyslexic. | GH: https://t.co/dEmzMDGq5H | HF: https://t.co/4Lx1Yw34W7
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Woojung Han @woojung0305
26 Followers 105 Following Ph.D. student@MICVLab, YONSEI. I'm presenting my paper at #CVPR2025! I’m looking for student intern!
Nick Jiang @nickhjiang
777 Followers 295 Following interpreting neural networks @berkeley_ai // cs + philosophy @ucberkeley // prev @briskteaching @watershed
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Ahmad Beirami @abeirami
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Zengzhi Wang @SinclairWang1
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David Hall @dlwh
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