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20212026
most cited$100K or 100 Days: Trade-offs when Pre-Training with Academic Resources

3 citations · 7 across the 11 of their papers we have counts for

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cs.LG2026

Edit, Don't Imitate: Minimal-Edit On-Policy Distillation for Multimodal Reasoning

Wen Ye, Ailin Deng, Zirui Wang +8

Visual mathematical reasoning can fail before reasoning begins: when a vision-language model (VLM) misreads a diagram, subsequent reasoning proceeds from false premises. This perce…

cs.CL2026

Source-Modality Monitoring in Vision-Language Models

Etha Tianze Hua, Tian Yun, Ellie Pavlick

We define and investigate source-modality monitoring -- the ability of multimodal models to track and communicate the input source from which pieces of information originate. We co…