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cs.LG 1

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2026 1

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DeltaPrompts: Escaping the Zero-Delta Trap in Multimodal Distillation

cs.LG · 2026-05-15 · unverdicted · novelty 6.0 · 2 refs

DeltaPrompts generates 200k synthetic high-divergence reasoning prompts to escape zero-delta saturation in multimodal distillation, yielding up to 15% relative gains on chart, document, and perception benchmarks across multiple settings.

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  • DeltaPrompts: Escaping the Zero-Delta Trap in Multimodal Distillation cs.LG · 2026-05-15 · unverdicted · none · ref 57 · 2 links

    DeltaPrompts generates 200k synthetic high-divergence reasoning prompts to escape zero-delta saturation in multimodal distillation, yielding up to 15% relative gains on chart, document, and perception benchmarks across multiple settings.