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数据资产分类、登记有规可依，两项国家标准 9 月 1 日起施行
IT之家 8 月 28 日消息，据央视新闻今日报道，《资产管理数据资产分类与代码》《资产管理数据资产登记指南》两项国家标准 9 月 1 日起将正式实施。 《资产管理数据资产分类与代码》国家标准遵循《固定资产等资产基础分类与代码》的分类与编码原则，在“信息数据类无形资产”大类下，进一步将数据资产划分为…
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Hierarchy-Aware Supervised Uncertainty Estimation for Black-box LLM Taxonomic Reasoning
黑盒LLM分类推理的不确定性估计，巧用层级感知监督提升准确性。
arXiv:2608.22839v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used for scientific decision support, yet reliable con…
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森海塞尔 MOMENTUM True Wireless 5 旗舰真无线耳机发布，耳机和充电盒都能更换电池
抱歉，这是一篇耳机新闻，不是在线工具，无法按工具推荐。
IT之家 8 月 20 日消息，北京时间 20 日（今天），森海塞尔发布了新一代旗舰真无线耳机 MOMENTUM True Wireless 5，整套产品围绕“可持续性”进行了重新设计。 新设计改善了耳机的舒适性、稳定性和便携性，待电池老化后，用户不必淘汰整副耳机。耳机本体和充电盒都支持 用户自行更…
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Discrete Diffusion Language Models Are Training-Free Multi-Label Classifiers
无需训练，离散扩散模型直接化身多标签分类器，dLLM-SetScore方法开源即用，值得一试。
arXiv:2608.14649v1 Announce Type: new Abstract: We present dLLM-SetScore, a training-free method that uses discrete masked-diffusion language models f…
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Agentic-SQL Revisited: Autonomy-Based Taxonomy and Empirical Benchmark Analysis for LLM Text-to-SQL
重新定义Agentic-SQL，从自主性视角构建分类体系并做基准实测，值得AI研发者细读。
arXiv:2608.15389v1 Announce Type: new Abstract: LLM-based Text-to-SQL progress is reported across heterogeneous benchmarks, backbones, and inference p…
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Geometric Filtering of LLM-Generated Samples for Few-Shot Text Classification
用几何过滤筛掉低质量LLM生成样本，少样本分类精度立竿见影。
arXiv:2608.13866v1 Announce Type: new Abstract: Large language models (LLMs) can generate synthetic training data for text classification, but the qua…
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Classifying AI Crawlers and AI Chat User Fetches from Server Logs
只要分析服务器日志，就能精准区分 AI 爬虫与 AI 聊天用户的抓取行为，告别传统 JS 统计盲区，让流量来源一清二楚。
Article URL: https://canonry.ai/blog/classifying-ai-crawlers-user-fetches-server-logs Comments URL: https://news.ycombinator.com/item?id=49294267 Poin…
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Don't classify. Hallucinate!
用大模型“幻觉”替代死板分类，自动生成标签，让内容管理更灵活高效。
Don't classify. Hallucinate! I still have quite a bit of older content on my blog that I never got round to tagging. My blog has 1,856 tags - lik…
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Calling the Bluff: Detecting Ever-Shifting Harmful Chat Dialogue via Ordered Reasoning Chain Regularization
用有序推理链正则化识别不断变化的恶意聊天内容，让有害对话无处遁形。
arXiv:2608.08451v1 Announce Type: cross Abstract: Harmful chat dialogues are ever-shifting through type-shifting and lexical evasion, yet we find they…
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SCALE: Scientific Concept Aggregation via LLMs and Embeddings for Fine-Grained Taxonomy Extension
用LLM与嵌入聚合科学概念，高效扩展细粒度分类法，科研知识管理新思路。
arXiv:2608.07254v1 Announce Type: cross Abstract: The increasing specialization of scientific research challenges existing classification systems, whi…
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Training-Free versus Training-Based Intent Classification in LLMs: Accuracy, Robustness, and Failure Modes
大模型意图分类新研究：对比零样本与微调路线，揭示精度、鲁棒性与失败边界，值得关注。
arXiv:2608.02415v1 Announce Type: new Abstract: Intent classification in Large Language Models (LLMs) involves categorizing user prompts into predefin…
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Guarantees on Dynamical System Distinguishability for LLM Token Generation
把LLM输出看作动力系统轨迹，这项研究首次给出可区分性的理论保证，值得深读。
arXiv:2607.28667v1 Announce Type: cross Abstract: Recent work has shown that classifying large language models (LLMs)' responses can be distinguished …
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AdaMAST: Adaptive Failure Taxonomies for Improving LLM Agents
为LLM智能体构建自适应失败分类体系，系统提升多智能体场景的可靠性与调试效率。
Article URL: https://multi-agent-systems-failure-taxonomy.github.io/AdaMAST/blogs/adamast_paper/ Comments URL: https://news.ycombinator.com/item?id=49…
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LLM Routers Have Become a Service Category of Their Own
从2021年萌芽到2024年成型，LLM路由器正从小众技巧跃升为主流服务，一文看懂其演进与工程价值。
Article URL: https://techstrong.ai/articles/llm-routers-have-become-a-service-category-of-their-own/ Comments URL: https://news.ycombinator.com/item?i…
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Knowledge before Reasoning: EC-Reason-Bench, a Training-Free Diagnostic Benchmark for LLM Enzyme Classification
无需训练的LLM酶分类诊断基准，验证知识先于推理的关键性
arXiv:2607.26397v1 Announce Type: cross Abstract: Enzyme function prediction is a hierarchical, knowledge-intensive form of protein function classific…
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EEG Emotion Recognition From AI-Generated Biodigital Architecture Images
探究AI生成的建筑图像如何通过脑电信号唤醒敬畏、厌恶等情绪，跨学科融合计算机视觉与神经科学。
arXiv:2607.24808v1 Announce Type: cross Abstract: Emotional responses to biodigital architecture were examined using electroencephalographic (EEG) dat…
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Logit-Coordinate Generative Models for Mixed Continuous-Categorical Tabular Data
提出新型Logit-Coordinate生成模型，专为混合连续与分类变量的表格数据设计，有望提升表格数据生成质量。
arXiv:2607.23348v1 Announce Type: cross Abstract: Mixed continuous--categorical data pose a representation problem for continuous generative models. F…
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从《奥德赛》观影聊聊 IMAX 影院的分类
聊聊 IMAX 放映系统的区别及影厅选择策略，帮你选到视效更震撼、更接近导演创作意图的版本。 查看全文
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Show HN: Open-source AI bookmark manager for busy people
开源AI书签管理器，智能整理收藏夹，专为忙碌人士设计，提升效率神器。
Article URL: https://github.com/rortan134/cache-app Comments URL: https://news.ycombinator.com/item?id=49050909 Points: 2 # Comments: 2
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华为智选车产品总监彭磊详解方盒子车型分类，享界 G9 定位豪华硬派 SUV 而非纯粹越野
IT之家 7 月 26 日消息，华为智选车产品总监（享界系列）彭磊昨日在微博介绍了方盒子车型的分类，称看起来会比较类似金字塔的结构： 最上面的叫纯粹越野，也就是传统的带大梁的越野车，越野能力很强，但可能牺牲了一部分舒适性。身边有不少媒体朋友，说出去重装越野，都挺累的，也牺牲了部分铺装路面舒适性（真实…