Abstract: Highlights•“Source-side bias” in BLI causes false positives, reducing precision.•A novel method is proposed to effectively address this with an integrated retrieval strategy, improving translation quality.•The dual-perspective fusion method is extended to word translation with LLMs, enhancing LLMs translation accuracy.
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