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cs.CL2026★ 1 cited
Emergent Structured Representations Support Flexible In-Context Inference in Large Language Models
Ningyu Xu, Qi Zhang, Xipeng Qiu +1
Large language models (LLMs) exhibit emergent behaviors suggestive of human-like reasoning. While recent work has identified structured conceptual representations within these mode…
cs.CL2025★ 9 cited
Revealing emergent human-like conceptual representations from language prediction
Ningyu Xu, Qi Zhang, Chao Du +4
People acquire concepts through rich physical and social experiences and use them to understand and navigate the world. In contrast, large language models (LLMs), trained solely th…