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#computer vision Preprint Aug 2026

PaperBanana-Interact: Scientific Diagram Refinement with Multi-Turn Human Feedback

MTPaperBananaBench, a benchmark for multi-turn diagram generation containing 292 images annotated with 3,518 user requirements, is presented and PaperBanana-Interact, a multi-agent system that refines diagrams via an internal critique-and-refine loop is introduced.

Xueqing Wu, Ashwin Balasubramanian, Bingxuan Li et al. · 0 citations
#natural language process... Preprint Aug 2026

PersonaForge: Realistic Multi-Turn User Simulation for Agentic Systems

This work introduces PersonaForge, a user simulation framework for synthesizing realistic multi-turn user--agent interactions that combines a four-dimensional persona space, SOUL-driven behavioral control calibrated to real-user statistics, and Reverse Deep Construction grounded in authentic seed queries.

Hanglong Lv, Dawei Zhu, Lei Li et al. · 0 citations

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