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Vision-language models' visual evidence becomes unstable in language stacks, weakening reasoning. Scheduling visual relay windows can improve grounded VLM reasoning. This reveals a shift towards more nuanced understanding of multimodal interaction limitations.
“arXiv:2607.11436v2 Announce Type: replace Abstract: Vision-language models increasingly succeed on multimodal reasoning benchmarks, yet their visual evidence often becomes unstable once it enters the language stack, weakening evidence-groun…”
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vision-language models, arXiv:2607.11436v2
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Jul 25, 2026