Author

Yuan Cheng

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Sprint or Delve: A Distribution-Aware Approach to Efficient Reasoning

The Powered Length Penalty (PLP) is proposed, an adaptive regularizer that penalizes redundancy in short sequences while gradually reducing penalties for longer sequences, preserving deep reasoning.

Zehui Ling, Deshu Chen, Hongwei Zhang et al. · 0 citations

Preprint Jul 2026

Monkey King Bang: A Unified Scientific Multimodal Foundation Model

Experiments show that MKB achieves competitive scientific understanding across biological and molecular benchmarks, produces high-fidelity native outputs for weather forecasting, biological generation, and medical-image segmentation, and largely retains the general capabilities of its Qwen3-VL backbone.

Hesen Chen, Xinyue Su, Xiaomeng Yang et al. · 0 citations