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Carl Edwards
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Carl Edwards
@CarlEdwards_NLP
CS PhD Student @UIUC Scientific NLP, AI4Science, language+multimodal for function-level control of drug, protein, and material design (for health&environment).
cnedwards.com
Joined August 2022
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    Carl Edwards
    @CarlEdwards_NLP
    May 1
    Can LLMs and agents do real biology, or just talk about it? We're launching the BioReasoning Challenge 2026 at MLGenX @ #ICLR2026: an open competition asking whether language models can predict the outcome of a real perturbation experiment. genentech.github.io/BioReasoningCh…
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    Carl Edwards
    @CarlEdwards_NLP
    Jul 14, 2023
    Can LLMs be used for drug synergy prediction for cancer? we investigate in "SynerGPT: In-Context Learning for Personalized Drug Synergy Prediction and Drug Design". We explore novel strategies for training GPT from scratch to in-context learn unseen drugs and cell lines.
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    Carl Edwards
    @CarlEdwards_NLP
    Nov 7, 2022
    Excited to announce that our paper "Translation between Molecules and Natural Language" (blender.cs.illinois.edu/paper/molt5.pdf) is accepted at #EMNLP22 (w/ @542nautial @elgreco_winter @kchonyc & others)! We introduce 2 new tasks to bring progress in text<->image models to the molecule domain.
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