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Custom evaluation system with bilingual ground truth. Cultural corrections applied — standard NLP evaluation incorrectly labels Japanese professional neutral speech as "positive" (Western bias). Ground truth uses `sentiment_acceptable` maps with soft scoring.
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| Test case | Baseline (v1) | Current (v4) | Grade |
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