activity
20242026
most citedA Large-Scale Multimodal Dataset and Benchmarks for Human Activity Scene Understanding and Reasoning

1 citations · 2 across the 5 of their papers we have counts for

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cs.CL2026

Word-Level Text Unmixing via Evidence-Preserving Ownership Routing with Language Models

Jinglin He, Siyang Jiang, Lixing He +2

Text from multiple sources can become interleaved into a single sequence when attribution metadata is lost, such as overlapping speech transcripts, document reading flows, or concu…

cs.AI2026

ProAssist: Continuous Step-aware Proactive Assistance with Multi-modal Egocentric Perception for Long-horizon Procedural Tasks

Lilin Xu, Bufang Yang, Siyang Jiang +6

Procedural tasks with multiple ordered steps are ubiquitous in daily life. Recent advances in multimodal large language models (MLLMs) have enabled personal assistants that support…