benchmark diagnostics 1character tracking 1gender bias 1multimodal reasoning 1video-language models 1
From the 1 of 2 linked papers with an AI index.
1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CV2026
Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video
Mohammad Al-Ratrout, Shayla Sharmin, Aditya Raikwar +1
The paper evaluates whether video large language models can consistently track individual characters across long videos and finds that current models largely ignore the specific pe…
cs.HC2026★ 1 cited
Neurophysiological Insights into Multimedia-based Education: A PRISMA-ScR Review of fNIRS in Game-Integrated Learning Systems
Shayla Sharmin, Gael Lucero-Palacios, Behdokht Kiafar +4
Game-integrated learning systems (GILS) are a growing form of multimedia education. Brain-based evidence can help researchers and designers understand how GILS design choices shape…