Author

Kongming Liang

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Preprint Jul 2026

Mixture-of-Thought-Tokens: Unifying Perception and Reasoning for Free-form Multimodal Grounding

This work introduces Spatially-Grounded Thought Tokenization to explicitly align special tokens with spatial locations for clear spatial correspondence and visual interpretability, and proposes Mixture-of-Thought-Tokens, a new free-form multimodal grounding method that bridges the perception-reasoning gap.

Tianyi Gao, Han Fang, Tianyi Ding et al. · 0 citations

Preprint Jul 2026

MMBench-Live: A Continuously Evolving Benchmark for Multimodal Models

MMBench-Live is presented, a continuously evolving multimodal benchmark built by a multi-agent-driven automated pipeline that preserves stable model rankings, maintains semantic alignment with the original benchmark, and exhibits weaker contamination-related memorization signals, suggesting a practical and scalable paradigm for sustainable multimodal benchmark evolution.

Yuanzhi Liu, Shousheng Zhao, Bo Zhou et al. · 0 citations