An LLM multi-agent refinement pipeline and a phonetic-semantic guided chain-of-thought pipeline ranked first and second in CLEF JOKER 2025 Task 2 for translating English puns into French under human evaluation.
The Translator2(2), 127–139 (1996).https://doi
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Pun Intended: Multi-Agent Translation of Wordplay with Contrastive Learning and Phonetic-Semantic Embeddings
An LLM multi-agent refinement pipeline and a phonetic-semantic guided chain-of-thought pipeline ranked first and second in CLEF JOKER 2025 Task 2 for translating English puns into French under human evaluation.