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English-to-Hindi translation often neuters gender cues, but a simple reranking trick can boost gender preservation by 70%鈥攖hough fluency takes a hit.
LLMs can self-correct reasoning errors mid-generation by simply watching their own residual stream for "phase shifts" and nudging the KV-cache, outperforming even prompted self-correction.
