3 papers
cs.AI2026
Ideation Arena: Evaluating LLM Generated Research Ideas with Battle-style Human Expert Assessment
Zhiyu Chen, Keyu Zhao, Jigao Fu +8
Evaluating research ideas generated by LLMs is difficult because their scientific value cannot be fully determined by objective criteria, and no single reference answer specifies w…
cs.AI2026
LitReview Arena: Evaluating Literature Review Agents with Battle-Style Peer Review Platform
Ruotong Zhao, Zhiyu Chen, Xurui Liu +7
Literature reviews are essential to scientific progress, but rigorously evaluating automatically generated reviews remains difficult because many aspects of research utility depend…
cs.CV2025
MMRQA: Signal-Enhanced Multimodal Large Language Models for MRI Quality Assessment
Fankai Jia, Daisong Gan, Zhe Zhang +4
Magnetic resonance imaging (MRI) quality assessment is crucial for clinical decision-making, yet remains challenging due to data scarcity and protocol variability. Traditional appr…