most citedThink Then Embed: Generative Context Improves Multimodal Embedding

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cs.AI2026★ 2 cited

Think Then Embed: Generative Context Improves Multimodal Embedding

Xuanming Cui, Jianpeng Cheng, Hong-you Chen +11

There is a growing interest in Universal Multimodal Embeddings (UME), where models are required to generate task-specific representations. While recent studies show that Multimodal…

cs.AI2026

Socratic Students: Teaching Language Models to Learn by Asking Questions

Rajeev Bhatt Ambati, Tianyi Niu, Aashu Singh +3

Large language Models (LLMs) are usually used to answer questions, but many high-stakes applications (e.g., tutoring, clinical support) require the complementary skill of asking qu…