most citedMTIR-SQL: Multi-turn Tool-Integrated Reasoning Reinforcement Learning for Text-to-SQL

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cs.CV2026

VistaHop: Benchmarking Long-Horizon Visual DeepSearch

Hang He, Chuhuai Yue, Chengqi Dong +6

Visual DeepSearch tasks require multimodal large language models (MLLMs) to resolve complex visual queries by repeatedly inspecting image regions, grounding reasoning in visual evi…

cs.CV2025

Training Multi-Image Vision Agents via End2End Reinforcement Learning

Chengqi Dong, Chuhuai Yue, Hang He +7

Recent VLM-based agents aim to replicate OpenAI O3's "thinking with images" via tool use, yet most open-source methods restrict inputs to a single image, limiting their applicabili…