2026
Not Search, But Scan: Benchmarking MLLMs on Scan-Oriented Academic Paper Reasoning
ICLR 2026poster
With the rapid progress of multimodal large language models (MLLMs), AI already performs well at literature retrieval and certain reasoning tasks, serving as a capable assistant to human researchers, yet it remains far from autonomous research. The fundamental reason is that current work on scholarl…