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20242026
most citedX-LLaVA: Optimizing Bilingual Large Vision-Language Alignment

2 citations · 3 across the 6 of their papers we have counts for

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cs.CV2026

Semantic Hardness Is Not Visual Hardness: Sign-Aware Hard Negative Mining for Sign Language Retrieval

Junmyeong Lee, Chan Hur, ChangSu Choi +5

Sign Language Retrieval (SLRet) enables efficient access to sign language content but remains fragile in fine-grained scenarios where visually similar signs must be distinguished.…

cs.CL2026

ELO: Efficient Layer-Specific Optimization for Continual Pretraining of Multilingual LLMs

HanGyeol Yoo, ChangSu Choi, Minjun Kim +6

We propose an efficient layer-specific optimization (ELO) method designed to enhance continual pretraining (CP) for specific languages in multilingual large language models (MLLMs)…