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Emmy Liu

@_emliu

PhD student @LTIatCMU, working with @gneubig on NLP || intern @AIatMeta @GoogleDeepMind || from 馃嚚馃嚘 || on the job market
Pittsburgh, PA nightingal3.github.io Joined November 2021
597 Following 3.3K Followers 478 Posts

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Emmy Liu @_emliu
On the job market this year! Open to faculty as well as RS/MTS positions and primarily interested in the science of language models. Please reach out if you are hiring and you think I would be a good fit.
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Emmy Liu @_emliu
indeed, as an aspiring "LLM raiser" there are a lot of issues to consider! Some behaviours that appear later in training may also be encouraged by earlier stages but be invisible until later...
Atharva Naik @AtharvaRNaik Oct 29
Raising LLMs well as good kids is @_emliu 鈥榮 thesis direction! Her work already shows LLMs learn stuff in a consistent order for pretraining. Exploring and controlling this across the training stack would be really cool!
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Emmy Liu @_emliu
It was great to speak with you at COLM! 馃 Looking forward to the full episode release as well (Besides this paper, I also talk a bit about my experience in the PhD and what tools I use for research!)
lily zhang Verified account @lily_gpupoor Oct 13
Congrats to @_emliu @KaiserWhoLearns @millicent_li @wordscompute @lltjuatja @JentseHuang @gneubig on winning the #COLM2026 Outstanding Paper Award!

#SOTATV just interviewed @_emliu @COLM_conf on 饾悡饾悺饾悶 饾悎饾惁饾惄饾惀饾悽饾悳饾悽饾惌 饾悅饾惍饾惈饾惈饾悽饾悳饾惍饾惀饾惍饾惁 饾悋饾惒饾惄饾惃饾惌饾悺饾悶饾惉饾悽饾惉. language models pick up skills in the curriculum: copying, then word forms, logic, translation, arithmetic, composite tasks last.

Emmy also shared why she gives 2/10 for ICLR workshop paper written by AI, and her secrete sauce on getting 100K GPU hours compute.

More on 饾悞饾悗饾悡饾悁 饾悡饾悤 interview, coming soon.
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Emmy Liu @_emliu
Honoured to receive an outstanding paper award for our work! Couldn鈥檛 have done it without all my coauthors @KaiserWhoLearns @millicent_li @wordscompute @lltjuatja @JentseHuang and my advisor @gneubig 馃
Congratulations to the authors of the 3 outstanding papers!

arxiv.org/abs/2607.01077
arxiv.org/abs/2604.08510
arxiv.org/abs/2604.13977
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Emmy Liu @_emliu
Excited to head to #COLM2026 to present the Implicit Curriculum Hypothesis and separately, the HalluWorld benchmark at the @SnorkelAI Frontier Data Summit!

I鈥檓 also on the academic/industry job markets.

Happy to chat about pretraining, midtraining, and training dynamics

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