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Some critical issues with the SWE-bench dataset(arxiv.org)
331 points by joshwa | 113 comments
arXiv paper introducing SWE-Bench+, an empirical analysis revealing data quality issues in the SWE-bench coding benchmark for LLMs, such as solution leakage and weak tests.
Deep Learning Is Not So Mysterious or Different(arxiv.org)
445 points by wuubuu | 112 comments
arXiv paper by Andrew Gordon Wilson arguing deep learning generalization phenomena like benign overfitting and double descent are explainable by soft inductive biases.
Calculus for Mathematicians, Computer Scientists, and Physicists [pdf](mathcs.holycross.edu)
332 points by o4c | 70 comments
A free PDF textbook by Andrew D. Hwang, 'Calculus for Mathematicians, Computer Scientists, and Physicists: An Introduction to Abstract Mathematics'.
Qwen 3.8 Omni Flash(qwen.ai)
319 points by jjcm | 118 comments
Qwen blog post announcing Qwen 3.8 Omni Flash, a multimodal model, with a demo of parallel subagents reading video clips and doing web research.
An intuitive guide to Maxwell's equations (2020)(photonlines.substack.com)
476 points by gballan | 111 comments
A Substack post giving an intuitive, visual explanation of Maxwell's equations and the history of electromagnetic field theory.
GPT-5.2 derives a new result in theoretical physics(openai.com)
545 points by davidbarker | 369 comments
OpenAI post announcing that GPT-5.2 derived a new result in theoretical physics; the captured page shows only a loading logo.









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