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Nearly three-quarters of what benchmarks flag as model bias is just prompt-wording noise, but the surviving 25% are deeply entrenched pretraining representations that stubbornly resist post-training alignment.
Fine-tuning on poetry boosts idiom comprehension in LLMs, but cultural fine-tuning paradoxically undermines proverb interpretation accuracy.
