Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning

Qinghe Ma, Zhen Zhao, Yiming Wu, Jian Zhang, Lei Bai, Yinghuan Shi

By Callan Zhang · May 19, 2026 · Editorial standards →

Summarised from the primary source with AI assistance under human editorial oversight. Turing Wire is not a primary source — read the original for the authoritative account.

Source: arXiv cs.CL