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Maggie Ziyu Huan

2 accepted papers

2026

Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

ICML 2026poster

Math reasoning has become the poster child of progress in large language models (LLMs), with new models rapidly surpassing human-level performance on benchmarks like MATH and AIME. But as math leaderboards improve week by week, it is worth asking: do these gains reflect broader problem-solving abili…

Cited by 0SourceScholar
2025

A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design

NeurIPS 2025poster

AI-driven discovery can greatly reduce design time and enhance new therapeutics' effectiveness. Models using simulators explore broad design spaces but risk violating implicit constraints due to a lack of experimental priors. For example, in a new analysis across diverse models on the GuacaMol bench…

Cited by 0SourceScholar