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🤖 AI·大模型 arXiv AI 2026-06-12

Reasoning as Pattern Matching: Shared Mechanisms in Human and LLM Everyday Reasoning

探讨人类与LLM日常推理中共享的模式匹配机制，挑战“真正推理”与“模式匹配”的二分法

arXiv:2606.13607v1 Announce Type: new Abstract: When large language models (LLMs) fail to generalize or make haphazard errors in reasoning, it is ofte…

大语言模型推理机制模式匹配认知科学人类推理

🤖 AI·大模型 arXiv AI 2026-06-11

When Researchers Say Mental Model/Theory of Mind of AI, What Are They Really Talking About?

揭示AI心理理论研究中的概念混淆：模式匹配不等于真正认知，别再误读“机器有思维”了。

arXiv:2510.02660v2 Announce Type: replace-cross Abstract: When researchers claim AI systems possess ToM or mental models, they are fundamentally discu…

心理理论 ai认知模式匹配行为预测模拟vs真实

📝 深度技术 arXiv NLP 2026-06-10

Beyond Memorization: Distinguishing Between Pattern-Based and Epistemic Reasoning in LLMs Using Epistemic Puzzles

用认知谜题测试LLM推理能力，揭示模型是真正理解还是仅靠模式匹配

arXiv:2603.21350v2 Announce Type: replace Abstract: Epistemic reasoning requires agents to infer the state of the world from partial observations and …

llm推理认知谜题模式匹配心智理论 ai可解释性

📅 日期

2026-05-20 2026-05-19

🐂 牛哥精选

Reasoning as Pattern Matching: Shared Mechanisms in Human and LLM Everyday Reasoning

When Researchers Say Mental Model/Theory of Mind of AI, What Are They Really Talking About?

Beyond Memorization: Distinguishing Between Pattern-Based and Epistemic Reasoning in LLMs Using Epistemic Puzzles

📅 日期