Slogans or Stance? A Label-Light Diagnostic for Entrepreneurial-Discourse Measurement on Chinese SOE Speeches

In three linesDiagnostic tool for measuring constructs like "entrepreneurial spirit" in Chinese state-owned enterprise speeches. On 80 speeches from SOE leaders, authors test LDA, dictionary scorers, and Qwen3.5:9b. The LLM reaches d=1.09 in paired contrast, but half the effect stems from speaker idiolect. Corpus of 2,190 segments and slogan lexicon released.

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