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Painting with Words: Elevating Detailed Image Captioning with Benchmark, Alignment Learning , author= · 2025

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BalCapRL: A Balanced Framework for RL-Based MLLM Image Captioning

cs.CV · 2026-05-08 · unverdicted · novelty 6.0

BalCapRL applies balanced multi-objective RL with GDPO-style normalization and length-conditional masking to improve MLLM image captioning, reporting gains of up to +13.6 DCScore, +9.0 CaptionQA, and +29.0 CapArena on LLaVA and Qwen models.

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  • BalCapRL: A Balanced Framework for RL-Based MLLM Image Captioning cs.CV · 2026-05-08 · unverdicted · none · ref 1

    BalCapRL applies balanced multi-objective RL with GDPO-style normalization and length-conditional masking to improve MLLM image captioning, reporting gains of up to +13.6 DCScore, +9.0 CaptionQA, and +29.0 CapArena on LLaVA and Qwen models.