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消息称三星电子开发 zNAND-T 与 zNAND-I 闪存，分别优化吞吐量与随机性能
IT之家 10 月 12 日消息，韩媒 ZDNET Korea 当地时间今日报道称，三星电子正在开发多款针对人工智能负载优化的 NAND 闪存产品，除此前已公布的 zNAND-O 外还有 zNAND-T 与 zNAND-I。 报道指出，zNAND-T 的 "T" 代表 "Throughput"（吞吐…
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LLMs are stuck in a groupthink groove. This startup is trying to get them out.
用“选7”小游戏揭示LLM缺乏真正随机性，一家初创公司正破解这种AI群体思维困局。
Let’s start with a game. Open up your chatbot of choice—Claude, ChatGPT, Gemini—and type “Give me a random number between 1 and 10.” You’re going to g…
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The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models
大模型的随机性源于何处？系统性综述不确定性量化全貌，为可信AI应用提供关键理论支撑。
arXiv:2606.22792v1 Announce Type: new Abstract: Recent advancements in Large Language Models (LLMs) have enabled sophisticated reasoning and content g…
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The Coin Flip Judge? Reliability and Bias in LLM-as-a-Judge Evaluation
LLM评判模型输出的可靠性如同抛硬币？这篇研究系统揭示评估过程中的偏见与随机性问题。
arXiv:2606.13685v1 Announce Type: cross Abstract: LLM-as-a-Judge is now widely used to rank model outputs, train reward models, and populate public le…
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UnpredictaBench: A Benchmark for Evaluating Distributional Randomness in LLMs
首个系统评估大模型输出分布随机性的基准，填补LLM可预测性测试空白。
arXiv:2606.06622v1 Announce Type: new Abstract: We introduce UnpredictaBench, an evaluation that tests the ability of large language models (LLMs) to …
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Show HN: Bot or Not – Spot AI-generated randomness
通过趣味游戏测试你辨别AI生成随机内容的能力，挑战直觉与算法边界
Article URL: https://play-bot-or-not.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=48403821 Points: 2 # Comments: 0
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To Use AI as Dice of Possibilities with Timing Computation
将AI比作掷出无限可能性的骰子，引入时间维度计算来驾驭随机性，探索更智能的决策路径。
arXiv:2605.01134v2 Announce Type: replace Abstract: The dominant noun-based modeling paradigm has fundamentally constrained AI development, precluding…
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Ask HN: Is anybody providing deterministic LLMs?
探讨大语言模型确定性输出的可行性与现状，引发对AI可靠性的思考
Comments URL: https://news.ycombinator.com/item?id=48325265 Points: 4 # Comments: 8
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The Eternal Sloptember
George Hotz犀利吐槽AI模型使用体验：无论怎么换模型、换工具、换提示词，结果都像老虎机一样随机——问题不在你，而在系统本身。
Article URL: https://geohot.github.io//blog/jekyll/update/2026/05/24/the-eternal-sloptember.html Comments URL: https://news.ycombinator.com/item?id=48…