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Xin Xia

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#artificial intelligence Open access Sep 2025

SEER: Self-Enhancing Chain-of-Thought Compression for Reasoning Models

SEER (Self-Enhancing Efficient Reasoning), a self-enhancing framework for adaptive CoT compression, improves the conciseness of reasoning while preserving output quality, without relying on external compression tools.

Ke-Rui Huang, Shu-Han Liu, Xing Hu et al. · 9 citations · ⚡2
Preprint Aug 2026

RealisticTritonBench: A Benchmark for Triton-Kernel Generation in Real-World AI Frameworks

RealisticTritonBench is introduced, the first benchmark to derive Triton kernel generation tasks from real-world pull requests in popular AI frameworks, enabling realistic, production-like evaluation and evaluating leading LLMs on RealisticTritonBench.

Jin-Jun Huang, Zhongzhen Wen, Tong-Tong Xu et al. · 2 citations

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