Yanyu Chen

TRACE: Trajectory-Aware Comprehensive Evaluation for Deep Research Agents

Yanyu Chen, Jiyue Jiang, Jiahong Liu, Y. X. Zhang et autres

The evaluation of Deep Research Agents is a critical challenge, as conventional outcome-based metrics fail to capture the nuances of their complex reasoning. Current evaluation faces two primary challenges: 1) a reliance on singular metrics like Pass@1, creating a ''high-score illusion'' that …

hk (code pays fourni par la source)

DS-ProGen: A Dual-Structure Deep Language Model for Functional Protein Design

Yanting Li, Zikang Wang, Jiyue Jiang, Ziqian Lin et autres

Inverse Protein Folding (IPF) is a critical subtask in the field of protein design, aiming to engineer amino acid sequences capable of folding correctly into a specified three-dimensional (3D) conformation. Although substantial progress has been achieved in recent years, existing methods generally …

hk, sg (code pays fourni par la source)

A Principle-Driven Adaptive Policy for Group Cognitive Stimulation Dialogue for Elderly with Cognitive Impairment

Jiyue Jiang, Yanyu Chen, Pengan Chen, Kai Liu et autres

Cognitive impairment is becoming a major public health challenge. Cognitive Stimulation Therapy (CST) is an effective intervention for cognitive impairment, but traditional methods are difficult to scale, and existing digital systems struggle with group dialogues and cognitive stimulation principles. While Large Language …

hk, cn (code pays fourni par la source)

RMSAGen: Integrating Multiple Sequence Alignment for Function RNA Design

Jiyue Jiang, Yanyu Chen, Qingchuan Zhang, Jiayi Li et autres

Biological sequences, including RNAs and proteins, share similarities with natural languages, enabling the application of advanced language models to various biological tasks. However, due to its flexibility and lack of experimental data, RNA is a particularly challenging biological ``language'' compared to other …