Systematic evaluation of positional bias in multi-video summarization with MLLMs

Arxiv CS.CL (NLP/language models)

Paper examines how order of videos affects summary quality in multimodal LLMs. Finds significant positional bias across models, with earlier videos receiving disproportionate attention.

mllm

Arxiv CS.CL (NLP/language models)·Huangchen XuYuan WuYi Chang

7 days ago