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Chanhyuk Lee

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@chandavidlee

Chanhyuk (David) Lee. CS @kaistpr . studying generative modeling.
South Korea david3684.github.io Joined July 2022
382 Following 366 Followers 176 Posts

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Chanhyuk Lee Verified account @chandavidlee
Can flow language models scale to billions of parameters and handle real generative tasks?

Introducing 🌊 Lafa (Large flow language model), a flow LM scaled up to 8B that matches AR quality, with πŸš€ 2.5Γ— AR throughput at 7B.

Co-led with @ArnavChavan6 @UdbhavBamba.
Joint work with @wognsfjq96 @hongseu33 @AdtRaghunathan @jw9730
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Chanhyuk Lee Verified account @chandavidlee
Glad to have contributed to this project!

This year was a huge turning point in my research career. It started with building flow language models, and then I watched the whole field take off in just a few months.

Along the way, I got to meet and collaborate with so many amazing people across the dLM, bio, and flow communities, all working together to push continuous LMs forward.

I believe this survey is a nice way to close out the year when continuous LMs made their comeback, and a starting point for exciting new directions ahead. Can't wait to see what we all build next!
Sophia Tang Verified account @_sophia_tang_ 3d
New survey on Continuous Diffusion and Flow Language Models is out! πŸŒŠπŸ’¬

One of my first papers, back in early 2025, was on continuous simplex flows. After working on discrete diffusion, I wanted to try controllable sequence generation with flow matching, which naturally operates in continuous spaces. But at the time, I found them much harder to train well than discrete diffusion. πŸ₯²

2026 has changed this picture completely! πŸš€ It’s been super exciting to watch continuous LMs take off, but with the rapid advancements, it’s also becoming harder to keep up with all the new work across pre-training, few-step generation, guidance, and scaling πŸ₯Ή

So together with @chandavidlee, @FEijkelboom, and @jw9730, we put together a survey that consolidates the continuous LM literature and its key insights into 37 pages. It covers everything from the early work before the so-called β€œwinter” of continuous LMs to the wave of new papers in 2026 🌟

More in thread! 🧡
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Chanhyuk Lee Verified account @chandavidlee
I’m at #COLM2026 for presenting three FMLM papers at the NonAR-LM workshopβ€” one as an oral presentation. Feel free to reach out in SF this week!
Chanhyuk Lee Verified account @chandavidlee Sep 24
Flow Map Language Models has been accepted to #NeurIPS2026 ! πŸŽ‰πŸŽ‰

Huge thanks to my amazing coauthors @wognsfjq96 @mananag_007 @sheelfshah @jrrhuang @AdtRaghunathan @hongseu33 @nmboffi and @jw9730 🐐

More info on the paper:
one-step-lm.github.io
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