TACTIC, a cognitive-inspired six-agent workflow, improves LLM translation quality over direct prompting on FLORES-200 and WMT24, with the best DeepSeek-V3 setup reaching 96.19 XCOMET on English-to-X.
Neural machine translation by jointly learning to align and translate
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TACTIC: Translation Agents with Cognitive-Theoretic Interactive Collaboration
TACTIC, a cognitive-inspired six-agent workflow, improves LLM translation quality over direct prompting on FLORES-200 and WMT24, with the best DeepSeek-V3 setup reaching 96.19 XCOMET on English-to-X.