RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations Paper • 2610.01780 • Published Oct 1 • 40
Equal Ranking Quality, Different Decisions: Measuring and Reducing Order Dependence in LLM Scorers Paper • 2608.26762 • Published Sep 26 • 7
Omni-Decision: Evidence-Ledger Planning for Omni-Modal Agents Paper • 2607.11433 • Published Sep 24 • 19
FocusVTC: Efficient and High-Performance Visual Text Compression with Adaptive Resolution Paper • 2609.36651 • Published Sep 29 • 20
Asking for What Was Never Requested: Horizontal and Vertical Proactivity in Agents Paper • 2609.37236 • Published Sep 29 • 29