搜索:Top-p

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一篇读懂采样参数:temperature 与 top-p 是怎么给模型「调性格」的
同一个模型,temperature 从 0.2 调到 1.2,可以从「背答案的图书馆员」变成「喝了两杯的诗人」——模型一个参数都没变,变的只是从概率分布里挑词的规则。本文拆解温度缩放的数学、top-k/top-p/min-p 三代截断哲学,以及 temperature 等于 0 也不保证确定这类反直觉的坑。
一叶一世界 精选 · 原创 · 6天前 阅读 64·访客 63
一篇读懂 Temperature 与 Top-p:采样参数怎么调
模型每步输出的不是「下一个字」而是一张概率表,Temperature 与 Top-p 决定怎么从表里抽签。本文讲清温度如何改变分布锐度、Top-p 如何动态截断候选、重复惩罚如何抑制复读,并给出代码、问答、写作、Agent 四类场景的参数对照表。
一叶一世界 精选 · 原创 · 10-6 阅读 60·访客 60
Top AI experts badly underestimated how fast the field is moving, study finds
Sep 24, 2026 Nano Banana Pro prompted by THE DECODER How fast is AI improving? That question usually goes to experts at …
行业动态 The Decoder · 9-25 阅读 38·访客 31
Meta's new frontier model Muse Wonder Full breaks into the AI top tier
Oct 12, 2026 Meta Key Points Meta's two new models, Muse Wonder and Muse Wonder Full, close the gap to the leading front…
智能体 The Decoder · 昨天 阅读 12·访客 12
Meshy 跻身 a16z 消费级 AI 应用月收入 Top 50,为榜单唯一 AI 3D 公司
量子位的朋友们* 2026-10-07 14:39:36 来源:量子位 在 a16z 首份消费级 AI 应用月收入榜单中,Meshy 位列第 31 名,与 OpenAI、Anthropic、Canva、Superhuman、Higgsfi…
大模型 量子位 · 10-7 阅读 10·访客 10
Anthropic's Andrej Karpathy says "the external world has seen the preview" of what AI can actually do
Oct 12, 2026 Key Points OpenAI co-founder and now Anthropic researcher Andrej Karpathy describes a widening gap in how p…
行业动态 The Decoder · 2天前 阅读 2·访客 2
Top 12 AI Live Translation Tools in 2026: Latency, Languages, Pricing
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行业动态 MarkTechPost · 2天前 阅读 3·访客 3
Here are the top AI agents that can live in your text messages
Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…
智能体 TechCrunch · 4天前 阅读 19·访客 19
Can AI Agents Learn Their Way to the Top? Evaluating Heuristic Learning in a Long-Running Game Agent Competition
Adversarial games have driven advances from heuristic search to reinforcement learning, yet learning and adapting strate…
智能体 HuggingFace Daily Papers · 6天前 阅读 2·访客 2
LeetCode 215. 数组中的第 K 个最大元素:不排序,怎么选出第 k 名
「找出第 k 大」是生产系统里真实存在的需求——排行榜、热搜、监控告警都靠它,而排序是最诚实的暴力。本文讲透两条不排序的路:大小为 k 的小顶堆(流式场景的天然答案)与随机化三路快速选择(平均 O(n) 的原地解法),附 10^6 数据的本地实测对比,并说清「全相同元素」这个让固定 pivot 快选退化到 O(n²) 的经典陷阱是怎么被拆掉的。
算法题解 精选 · 原创 · 6天前 阅读 49·访客 49
Mistral says "Le Chonk" can challenge the best AI models
As tensions mount over who gets access to top-end artificial intelligence , French company Mistral has released a new fr…
行业动态 Ars Technica · 10-7 阅读 8·访客 8
一篇读懂 Embedding:文本如何变成向量
语义检索的第一步是把文本变成可比较的向量。本文从 one-hot 的困境讲到稠密向量的语义几何,手算一个余弦相似度的小例子,再用十几行代码演示从 encode 到 top-k 的完整流程,最后点出语义匹配最常见的两个坑。
一叶一世界 精选 · 原创 · 10-6 阅读 48·访客 48
JLD: Perceptual Distance Through A Jacobian Lens
Image compression, restoration, and generation all require a way to measure how different two images look to a person. P…
行业动态 HuggingFace Daily Papers · 10-5 阅读 10·访客 10
AI Coding Agents for Enterprise: IP Indemnity, Data Residency and 500-Seat Cost Compared
Our ‘Top AI Coding Agents and Development Platforms‘ guide covered what each AI coding agent does and where it fits. Thi…
智能体 MarkTechPost · 9-27 阅读 53·访客 51
Ponytail 深度解析:120 行 Markdown 让 AI 编程智能体「少写代码」,14 万星背后的 7 级阶梯与三次基准对撞
拆解 GitHub 14.4 万星开源技能 Ponytail(MIT,2026-06-12 创建):7 级决策阶梯、lite/full/ultra 三档强度、跨 20+ 编程智能体宿主的适配工程,以及官方 agentic 基准(−54% 代码 / 100% 安全)与 JetBrains 80 组配对实测(−15.4% 代码 / −10.3% 成本,p=0.004)的三次基准对撞;附设计系统、小模型、指令层三大边界与 6 条落地清单。
开源项目 精选 · Ponytail 官方仓库/基准 + 社区独立评测(原创整合) · 9-22 阅读 116·访客 111
TechCrunch Mobility: How do we know when an AV is safe enough?
Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, the role AI is p…
行业动态 TechCrunch · 9-21 阅读 29·访客 29
Beyond Top-k Skill Retrieval: Diversity-Aware Skill Routing for LLM Agents
Large language model (LLM) agents increasingly rely on external skills, but routing user requests over large skill regis…
智能体 HuggingFace Daily Papers · 9-5 阅读 24·访客 24
Let Confidence Change, Not the Prediction: Prediction-Preserving Repair for Post-hoc Calibration
Post-hoc calibration corrects reported confidence, yet a multiclass calibrator can also change the associated top-1 pred…
行业动态 HuggingFace Daily Papers · 9-2 阅读 6·访客 6
Nace AI Open-Sources Drex 1.5: A 9B Decision Model That Scores Options, Not Text
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智能体 MarkTechPost · 4天前 阅读 14·访客 14
a16z’s Olivia Moore on the state of consumer AI
I wrote this week about the bleak economics of consumer AI — but where some see a crisis, others see an opportunity. Oli…
行业动态 TechCrunch · 5天前 阅读 7·访客 7
Some mathematicians call for OpenAI boycott after AI-generated proofs flood their field
Manuel Uth & Matthias Bastian Oct 8, 2026 Nano Banana Pro prompted by THE DECODER After OpenAI published hundreds of AI…
智能体 The Decoder · 5天前 阅读 70·访客 70
JetBrains 发布 Mellum2.1:面向编码智能体的 12B MoE 开源模型
JetBrains 推出面向编码智能体的开源模型 Mellum2.1,总参数 12B、每 token 激活 2.5B,主要通过在真实软件环境中的强化学习带来提升,以 Apache 2.0 协议在 Hugging Face 发布,可自托管运行。
大模型 MarkTechPost · 5天前 阅读 53·访客 53
MoE 深度解析:路由、负载均衡与 671B 只激活 37B 的代价
混合专家(MoE)让模型参数量与计算量解耦,但代价是引入了一个训练时最容易翻车的部件——路由器。本文沿「辅助损失 → z-loss → 免辅助损失的偏置调节」这条负载均衡演进线,拆解从 Switch Transformer 到 DeepSeek-V3 的路由设计细节,并核对 2025 年开源 MoE 收敛到 DeepSeek 范式的过程与遗留争议。
大模型 精选 · 原创 · 5天前 阅读 70·访客 70
Anthropic Releases Claude Haiku 5.5: A Small Model With 1M Context Priced at $0.10 per Million Input Tokens
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大模型 MarkTechPost · 6天前 阅读 17·访客 17
AI breakthroughs in robotics won’t change your life any time soon
The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates a…
智能体 MIT Technology Review · 6天前 阅读 5·访客 5
Liquid AI Releases Open-Weight d1-3B and d1-omni-600M: Multimodal Decision Models With Zero Output Tokens
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行业动态 MarkTechPost · 6天前 阅读 43·访客 42
A Developer’s Guide to Laya: Zero-Shot Decisions and Calibration
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开源项目 MarkTechPost · 10-7 阅读 30·访客 30
Open WebUI + Ollama:半小时搭好私有 LLM 工作台
Ollama 负责本地推理,Open WebUI 负责多模型对话、知识库与账号——本文在 Apple M4 上实测 Docker 组合部署全流程:官方命令、RAG 默认参数、OpenAI 兼容 API 的正确开关(v0.11 已改名),以及端口冲突、代理假 IP 导致拉模型失败等真实踩坑清单。
开源项目 精选 · 原创 · 10-7 阅读 89·访客 77
一篇读懂结构化输出:JSON Mode 与约束解码
把 LLM 输出接进程序,坏 JSON 是头号工程痛点。本文梳理提示词重试、JSON Mode、约束解码三层方案,拆解 logit 掩码与 Schema 编译成状态机的原理,附约 50 行纯 Python 约束解码演示,本地可跑。
一叶一世界 精选 · 原创 · 10-7 阅读 38·访客 37
论文精读:DeepSeek-R1——纯强化学习怎么唤醒推理能力
精读 DeepSeek-R1 论文(arXiv 2501.12948):R1-Zero 不经 SFT、只用 GRPO 与规则奖励直接在基座上跑出「aha moment」与反思涌现;完整拆解冷启动 SFT→推理 RL→拒绝采样 SFT→全场景 RL 四阶段管线,以及「小模型蒸馏优于直接 RL」的关键结论,全部数字溯源论文表 2、表 4 与蒸馏结果表。
研究前沿 精选 · 原创 · 10-7 阅读 567·访客 556
CARE: Certifying Acceleration for Vision-Language-Action Inference
While vision-language-action (VLA) models have advanced rapidly, running them at every control step remains expensive. P…
行业动态 HuggingFace Daily Papers · 10-6 阅读 3·访客 3
Can ‘super intelligence’ and a non-binding safety pact solve AI’s image problem?
Listen on Apple Podcasts Listen on Spotify President Donald Trump hosted many of the biggest names in artificial intelli…
行业动态 TechCrunch · 10-5 阅读 25·访客 25
Inside NVIDIA’s IsaacTeleop: From Hand and Controller Tracking to Robot Actions with the Graph-Based Retargeting Engine
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智能体 MarkTechPost · 10-4 阅读 37·访客 36
Aleph Alpha Releases Kolibri: A 78.1B Open-Weight English-German MoE Model With Only 3.46B Active Parameters
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行业动态 MarkTechPost · 10-4 阅读 41·访客 40
The Download: a biological de-aging contest and why LLMs don’t reason
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
大模型 MIT Technology Review · 10-2 阅读 30·访客 26
Productive, Durable, Fungible: How NVIDIA AI Factories Maximize Return on Investment
AI factories are built by the megawatt, even by the gigawatt. Each megawatt factory costs roughly $60 million, and AI fa…
行业动态 NVIDIA Blog · 10-1 阅读 17·访客 17
Perplexity Releases pplx-embed-v2-context-9b-preview: A Contextual Embedding Model That Retrieves Answers and Their Supporting Evidence
Perplexity Research and turbopuffer have released **pplx-embed-v2-context-9b-preview**, a contextual embedding model for…
行业动态 MarkTechPost · 10-1 阅读 22·访客 22
20 Agentic Use Cases of TypeSafe AI’s Jev
Last week, TypeSafe AI released Jev, its first **System One model**. Founder Diogo Almeida previously worked at OpenAI o…
智能体 MarkTechPost · 9-28 阅读 64·访客 60
TechCrunch Mobility: AV companies pick their lanes
Welcome back to **TechCrunch Mobility**, your hub for the future of transportation and now, more than ever, the role AI …
行业动态 TechCrunch · 9-28 阅读 33·访客 33
A Coding Guide to Google Research’s MSEB: Writing Sound Encoders to the Benchmark Contract and Scoring Them Across Classification, Clustering, Retrieval and Segmentation
In this tutorial, we work with **MSEB**, the Massive Sound Embedding Benchmark from Google Research, and approach it fro…
研究前沿 MarkTechPost · 9-27 阅读 36·访客 35
消息称小米 18 Pro 系列手机均为 TLC 颗粒,没有 QLC
IT之家 9 月 27 日消息,博主 @数码闲聊站 今日发文确认,小米 18 Pro 系列全都是 TLC 颗粒,没有 QLC。 他补充道:“另外这次闪存有多家供应商,其中就包括国产的飞存闪拓,闪存颗粒和主控跟长江存储压根是一套。现在 TOP…
行业动态 IT之家 · 9-27 阅读 17·访客 17
End-to-End Multimodal Data Augmentation and Adversarial Robustness Benchmark with AugLy for Images, Text, Audio, and PyTorch
In this tutorial, we build a comprehensive multimodal augmentation and robustness workflow with **AugLy** for images, te…
研究前沿 MarkTechPost · 9-26 阅读 30·访客 30
BottleCap AI Releases ThinkingCap-Qwen3.8-27B: 37.2% Fewer Thinking Tokens at a 0.86pp Accuracy Cost
BottleCap AI has released ThinkingCap-Qwen3.8-27B, the second model in its ThinkingCap series. It is a fine-tune of the …
智能体 MarkTechPost · 9-25 阅读 47·访客 46
The Download: the Pentagon’s AI-powered lie detector and young organ limits
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
行业动态 MIT Technology Review · 9-25 阅读 14·访客 14
A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model
In this **tutorial**, we work with **Jev**, TypeSafe AI’s first System One model, which does not generate text at all: w…
行业动态 MarkTechPost · 9-24 阅读 33·访客 32
OmniEdu: Open Foundation Models for Learning and Teaching
Educational foundation models must solve problems, understand curriculum structure, diagnose learner difficulties, and p…
行业动态 HuggingFace Daily Papers · 9-19 阅读 12·访客 12
IT早报 0918:苹果 iPhone 18 Pro 系列今日开售;赛力斯否认“2027 年问界撤出华为门店”;恒大汽车总负债额 327 亿元退出汽车制造;OPPO ColorOS 17 发布...
“IT早报”时间,大家好,现在是 2026 年 9 月 18 日星期五,今天的重要科技资讯有: 1. 苹果 iPhone 18 Pro /Max 系列今日正式开售,国行 9999 元起 本次 iPhone 18 Pro 系列搭载 A20 P…
行业动态 IT之家 · 9-18 阅读 50·访客 48
The Download: AI’s extinction risk and bioweapons threat
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the wor…
行业动态 MIT Technology Review · 9-18 阅读 15·访客 15
Designer-RSI: Evolving Procedural Memory from User Traffic for Agentic Graphic Design
Professional graphic design is a long-horizon agentic task in which structured, editable artifacts emerge from many inte…
智能体 HuggingFace Daily Papers · 9-18 阅读 19·访客 17
DeformSmith: Physics Harness-Guided Hierarchical Generation of Deformable Assets for Robot Manipulation
Creating deformable assets for robot manipulation requires jointly specifying their geometry, appearance, and physical p…
智能体 HuggingFace Daily Papers · 9-17 阅读 19·访客 18