4 papers
Semantic Bridge: Universal Multi-Hop Question Generation via AMR-Driven Graph Synthesis
Linqing Chen, Hanmeng Zhong, Wentao Wu +1
Large language model (LLM) training faces a critical bottleneck: the scarcity of high-quality, reasoning-intensive question-answer pairs, especially from sparse, domain-specific so…
Large Language Model's Multi-Capability Alignment in Biomedical Domain
Wentao Wu, Linqing Chen, Hanmeng Zhong +1
BalancedBio is a theoretically grounded framework for parameter-efficient biomedical reasoning, addressing multi-capability integration in domain-specific AI alignment. It establis…
CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine
Hanmeng Zhong, Linqing Chen, Wentao Wu +1
Recent development in Retrieval-Augmented Large Language Models (LLMs) have shown great promise in biomedical applications. How ever, a critical gap persists in reliably evaluating…
Hierarchical Multi-Label Generation with Probabilistic Level-Constraint
Linqing Chen, Weilei Wang, Wentao Wu +1
Hierarchical Extreme Multi-Label Classification poses greater difficulties compared to traditional multi-label classification because of the intricate hierarchical connections of l…