209 citations · 967 across the 102 of their papers we have counts for
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cs.CL2025
Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation
Abdul Waheed, Chancharik Mitra, Laurie Z. Wang +2
Chain-of-thought reasoning, while powerful, can produce unnecessarily verbose output for simpler problems. We present a framework for difficulty-aware reasoning that teaches models…
cs.CL2023
Language Models as Black-Box Optimizers for Vision-Language Models
Shihong Liu, Zhiqiu Lin, Samuel Yu +4
Vision-language models (VLMs) pre-trained on web-scale datasets have demonstrated remarkable capabilities on downstream tasks when fine-tuned with minimal data. However, many VLMs…