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语言学习平台多邻国吉祥物“多儿”将实体手办化，由 GSC 出品粘土人
IT之家 8 月 26 日消息，手办厂商 Good Smile Company（GSC）宣布，将为语言学习平台多邻国（Duolingo）的热门吉祥物“多儿（Duo）”推出为黏土人模型。目前官方尚未公布具体售价及发售时间，仅表示后续将公开更多信息。 只要使用过免费语言学习 App 多邻国的用户，想必都…
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Kids outlearn AI—and we still don’t know why
小孩学语言只需少量样本，大模型却要吞下整座城市几代人的语料，这个谜题正动摇AI的底层逻辑。
People have been talking to each other for at least 100,000 years, as best we can tell. And in all that time, there has been only one thing in the wor…
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Show HN: Languageme – Learning new languages with Claude Code by dripping
用Claude Code打造渐进式语言沉浸体验，自动控制外语比例，按节奏滴灌核心表达，适合想在编程环境里顺手学语言的人。
Article URL: https://github.com/magiclex/languageme Comments URL: https://news.ycombinator.com/item?id=49373850 Points: 1 # Comments: 0
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Beyond "AI Language": The case for the idiolectal nature of LLM output
别再笼统说“AI语言”了，这篇论文用语料库方法论证大模型输出其实带有个人语言习惯特征，视角新颖。
arXiv:2608.06589v1 Announce Type: cross Abstract: While large language model outputs are frequently analysed as a collective super variety termed "AI …
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What happens when you put AI to work deciphering lost languages?
AI识别模式加速破译失传文字，但人类智慧仍是最终钥匙
AI is fantastic at spotting patterns, but human insight is the key.
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\textit{Versteasch du mi?} Computational and Socio-Linguistic Perspectives on GenAI, LLMs, and Non-Standard Language
从社会语言学视角揭露生成式AI对大语言模型在处理非标准语言上的不公，深度剖析数字语言鸿沟的成因。
arXiv:2603.28213v2 Announce Type: replace Abstract: The design of Large Language Models (LLMs) and generative artificial intelligence (GenAI) has been…
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Are LLMs ready for HardChoices?
大模型能否应对"HardChoices"？这篇Konvens 2026论文给出了前瞻性测评。
arXiv:2607.11471v1 Announce Type: new Abstract: A lot of research attention has been devoted to checking whether large language models (LLMs) are poli…
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Evaluating LLMs on Chinese Topic Constructions: A Research Proposal Inspired by Tian et al. (2024)
用中文主题结构试金石，测大模型句法敏感度，语言学与NLP交叉的新视角
arXiv:2504.14969v2 Announce Type: replace Abstract: This paper proposes a framework for evaluating large language models (LLMs) on Chinese topic const…
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借鉴多邻国？曝谷歌翻译将推出“连续打卡天数”小组件
谷歌翻译将上线连续打卡小组件，模仿多邻国激励日常语言练习，让学习更有动力。
IT之家 6 月 29 日消息，据科技媒体 Android Authority 今天报道，谷歌翻译近年来正逐渐从一款翻译工具，跨界成为语言学习工具。例如谷歌去年推出的“练习”模式可以模拟真实对话，帮助用户提升口语、听力。 IT之家在此援引 Android Authority，谷歌翻译练习模式拥有“连…
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Show HN: OpenLanguage- AI Language Tutor for iOS
开源iOS应用OpenLanguage，用AI当你的私人语言导师，随时随地练口语、学外语。
Article URL: https://github.com/challenga-org/openlanguage Comments URL: https://news.ycombinator.com/item?id=48679138 Points: 2 # Comments: 0
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LLM and Human Modes of Representation
探讨大语言模型与人类表征模式的差异，从认知科学视角剖析AI理解能力
arXiv:2606.21616v1 Announce Type: new Abstract: Much work on the cognitive foundations of AI has focussed on comparisons between the ways in which Lar…
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VideoLatent: Video-Language Learning via Latent Self-Forcing
新方法「潜在自强制」提升视频语言学习效率，无需逐帧解码即可对齐语义。
arXiv:2606.22870v1 Announce Type: cross Abstract: Recent advancements in chain-of-thought (CoT) reasoning have shown promise in enhancing video unders…
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How to learn iraqi arabic (2020 pre AI)
一份面向自学者的伊拉克阿拉伯语实用指南，从零基础到日常交流的清晰路径。
Article URL: https://medium.com/@xavierbisits/how-to-learn-iraqi-arabic-bd468eff29e5 Comments URL: https://news.ycombinator.com/item?id=48606040 Point…
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Show HN: Chatty Lingo – A language practicing app
用AI教练陪你练习真实场景口语，支持多语言，24/7耐心陪练，还能与母语者聊天。
Hey all, I've built a web app for practicing spoken conversations in a language you're learning. It was driven by my own needs when I learn Korean. Th…
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Best LLM Models for Conversational AI in Language Learning
用大模型打造语言学习对话伙伴，实战代码与模型选择指南
We are going to build a conversational language tutor that corrects mistakes in real time, adapts its complexity to your proficiency, and maintains co…
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How Preply combines AI and human tutors to personalize learning
Preply巧用OpenAI，将AI与真人导师结合，打造个性化语言学习体验。
Preply uses OpenAI to launch AI-generated lesson summaries, providing personalised feedback and language learning exercises.
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CakewordAI
手指一戳，万物皆可学：指哪学哪的多语言AI学习神器，让语言学习变成游戏。
Point at anything to learn its name in any language Discussion | Link
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The Dynamics of Human and AI-Generated Language: How Semantics Fluctuates across Different Timescales
揭秘人类与AI语言在语义上的时间波动，看不同尺度下两者的动态差异。
arXiv:2606.11371v1 Announce Type: cross Abstract: Spoken language, whether produced by humans or large language models (LLM), unfolds over time with v…
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Why AI conversation mode beats vocabulary lists
颠覆传统背单词，AI对话模式用可理解输入让语言习得更高效。
Article URL: https://manateavagner.com/news/translate-conversation-mode-language-learning Comments URL: https://news.ycombinator.com/item?id=48487243 …
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Large Language Models as Modal Models in Linguistics
探讨LLM作为语言学模态模型的新视角，论文从理论层面解析大语言模型的语言学应用价值
arXiv:2606.10467v1 Announce Type: new Abstract: The rapid advancement of large language models (LLMs) has intensified debates about their significance…