Two Vectors Replace In-Context Demos: Structured Task Adaptation via Embeddings
arXiv:2610.07572v1 Announce Type: new Abstract: In-context learning (ICL) adapts frozen large multimodal models (LMMs) to new tasks from a few demonstrations (demos), but re-encodes them at every query, where each demo image adds up to hundreds of visual tokens. Demo-free methods remove this cost w…
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- 2026-10-07 04:00 · arXiv cs.CL
Two Vectors Replace In-Context Demos: Structured Task Adaptation via Embeddings