Ermo Hua
Ermo Hua has 3 papers in our library, in 2024–2025, most of them on Language models & pretraining, Reasoning; often with Kaiyan Zhang, Biqing Qi, Bowen Zhou.
OpenAlex · h-index 5 · 24 works · 68 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 154 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6959
Affiliations
Fields, topics and concepts
📚 Shelves 9The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 2 worksArts and Humanities · 2 worksLanguage and Linguistics · 2 worksBiochemistry, Genetics and Molecular Biology · 2 worksHealth Informatics · 2 worksMedicine · 2 worksMolecular Biology · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Reasoning · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- TTRL: Test-Time Reinforcement Learning (2025 · 76 citations)
Reinforcement learning is now a main way to strengthen reasoning in large language models, but it usually needs labeled answers. - MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding (2025 · 65 citations)
Popular medical QA benchmarks such as MedQA and MMLU (Medical) no longer challenge frontier models. o1-preview reportedly reaches 96% on MedQA-USMLE. Multimodal sets like VQA-Rad or PMC-VQA mostly contain simple caption-derived questions without clinical context. MedXpertQA addresses both gaps. This multiple-choice… - Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation (2024 · 19 citations)
The paper asks whether large language models can propose genuinely new biomedical hypotheses, rather than repeating knowledge absorbed during pre-training.
All works
- TTRL: Test-Time Reinforcement LearningConference on Neural Information Processing Systems (NeurIPS)Yuxin Zuo, Kaiyan Zhang, Li Sheng, et al.2025 · 76 citations
- MedXpertQA: Benchmarking Expert-Level Medical Reasoning and UnderstandingarXiv:2501.18362Yuxin Zuo, Shang Qu, Yifei Li, et al.2025 · 65 citations
- Large Language Models as Biomedical Hypothesis Generators: A Comprehensive EvaluationarXiv:2407.08940Biqing Qi, Kaiyan Zhang, Kai Tian, et al.2024 · 19 citations
- Automating Exploratory Proteomics Research via Language Models ↗arXiv:2411.03743 · no summary yetNing Ding et al.2024 · 6 citations
Co-authors here
- Kaiyan Zhang ×3
- Biqing Qi ×2
- Bowen Zhou ×2
- Shang Qu ×2
- Xuekai Zhu ×2
- Yuxin Zuo ×2
- Ganqu Cui
- Haozhan Li
- Kai Tian
- Li Sheng
- Ning Ding
- Sihang Zeng
Venues
Cited by
Updated
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