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This paper explores three LLM-based approaches for translating puns from English to French, combining contrastive learning and phonetic-semantic embeddings. Their multi-agent and guided chain-of-thought systems ranked first and second in the CLEF JOKER 2025 Task 2 competition under expert human evaluation.