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Author

Pengcheng Jiang

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Learning to Predict Future-Aligned Research Proposals with Language Models

This work reframing proposal generation as a time-sliced scientific forecasting problem, given a research question and inspiring papers available before a cutoff time, and operationalizes this objective with the Future Alignment Score (FAS), computed via retrieval and LLM-based semantic scoring against a held-out futur...

Heng Wang, Pengcheng Jiang, Jiashuo Sun et al. · 5 citations
Review Open access Jul 2026

Benchmarking and developing large language models using one million clinical trials

A large-scale structured resource aggregating 1.6M clinical trial records from fifteen global registries linked with biomedical ontologies and literature is introduced, demonstrating the potential of domain-adapted AI to improve evidence synthesis and clinical trial design and establishing as a foundation for scaling A...

Zifeng Wang, Jia-Cheng Lin, Qiao Jin et al. · 1 citation · ⚡1

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