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Preprint Aug 2026

Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adaptation

Task-Conditional Flow Matching (TCFM), a multilingual embedding adaptation framework that selectively applies Flow Matching to translation tasks while optimizing retrieval, classification, and pair-classification tasks with objectives better aligned to their learning dynamics, is introduced.

T. Bhatt, S. NarenKumar, Mayank Singh · 0 citations
Preprint Aug 2026

Where To Look? : Causal Tracing of Vision Encoders in VLM

This work observes that highly causal vision tokens often lie outside the target region, and extends the analysis to larger vision-language models, suggesting that strong multimodal performance does not necessarily imply spatially localized causal representations.

S. NarenKumar, T. Bhatt, Mayank Singh · 0 citations

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