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unisonous    
a. 同调的;一致的

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  • Reasoning LLMs Deliver Value Today, So AGI Hype Doesnt . . .
    Reasoning LLMs are a relatively new and interesting twist on the genre They are demonstrably able to solve a whole bunch of problems that previous LLMs were unable to handle, hence why we've seen a rush of new models from OpenAI and Anthropic and Gemini and DeepSeek and Qwen and Mistral
  • AI collapses under questioning – Apple debunks AGI myth
    Work shy – so-called large reasoning models mimic patterns, not logic; they generate less thought as problems get harder Hype busting – fundamental limits in transformer-based AI undermine claims about AGI from tech’s biggest hype merchants
  • Apple Challenges AI Reasoning Hype: Exposes Limitations of LLMs
    Rethinking the Path to AGI: The research challenges the timeline and approach for achieving Artificial General Intelligence (AGI) If current reasoning models have fundamental scaling limitations, the path to AGI may require a more radical rethinking of AI architectures, as advocated by researchers like Yan LeCun
  • What Apples controversial research paper really tells us . . .
    As the title reveals, the 30-page paper dives into whether large reasoning models (LRMs), such as OpenAI's o1 models, Anthropic's Claude 3 7 Sonnet Thinking (which is the reasoning version of the
  • Apple’s Latest AI Study Strikes at the Heart of “Reasoning . . .
    What Apple is exposing is the fragile scaffolding behind much of the reasoning model hype Even state-of-the-art LLMs fail to apply algorithms they’ve been shown, misunderstand the structure of complex puzzles, and reduce their thinking effort as tasks get harder
  • The Illusion of Thinking: Apple Finds Reasoning Flaws in AI . . .
    A rather brutal truth has emerged in the AI industry, redefining what we consider the true capabilities of AI A research paper titled “The Illusion of Thinking” has sent ripples across the tech world, exposing reasoning flaws in prominent AI ‘so-called reasoning’ models – Claude 3 7 Sonnet (thinking), DeepSeek-R1, and OpenAI’s o3-mini (high)
  • Cutting-edge AI models from OpenAI and DeepSeek undergo . . .
    Reasoning models, such as Meta's Claude, OpenAI's o3 and DeepSeek's R1, are specialized large language models (LLMs) that dedicate more time and computing power to produce more accurate responses





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