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Home/Authors/Noa Nakanishi

Noa Nakanishi

1 indexed paper

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Publications per year

1
26

Top categories

NLP×1AI×1

Frequent co-authors

Yahan Yu1×
Fei Cheng1×

Research Timeline

2026
Revisiting Anthropomorphic Reflection Markers in Large Language Model Reasoning

The paper investigates anthropomorphic reflection markers (like 'hmm' or 'wait') in LLM reasoning and finds that these markers are often surface cues, not necessary for strong reasoning performance.

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Papers

cs.CLcs.AIRecentMay 27, 2026

Revisiting Anthropomorphic Reflection Markers in Large Language Model Reasoning

Yahan Yu, Noa Nakanishi, Fei Cheng

The paper investigates anthropomorphic reflection markers (like 'hmm' or 'wait') in LLM reasoning and finds that these markers are often surface cues, not necessary for strong reasoning performance.

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