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Qwen coding benchmark

A collection of 2 posts
Multimodal Models Are Learning When to Reach for Code, Not Just How to Look Harder
ai-models

Multimodal Models Are Learning When to Reach for Code, Not Just How to Look Harder

Multimodal models have spent years getting better at looking. AIR is interesting because it asks them to get better at deciding when looking is no longer the hard part. The paper, Adaptive Interleaved Reasoning with Code in MLLMs, trains multimodal large language models to use code during complex numerical visual
23 Jun 2026 3 min read
MoE Routing May Be the Confidence Signal Text Voting Was Pretending to Be
ai-models

MoE Routing May Be the Confidence Signal Text Voting Was Pretending to Be

Majority voting works best on answers that behave like answers: short, canonical, easy to normalize, and preferably surrounded by a box. Code does not behave that way. Neither do patches, tool trajectories, debugging plans, or most useful agent outputs. That is why Does the Same Token Mean the Same State?
23 Jun 2026 3 min read
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