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·2025
Tagged Span Annotation for Detecting Translation Errors in Reasoning LLMs
Taemin Yeom, Yonghyun Ryu, Yoonjung Choi, JinYeong Bak
초록

We present the submission of the AIP team to the WMT 2025 Unified MT Evaluation Shared Task, focusing on the span-level error detection subtask.Our system emphasizes responseformat design to better harness the capabilities of OpenAI's o3, the state-of-the-art reasoning LLM.To this end, we introduce Tagged Span Annotation (TSA), an annotation scheme designed to more accurately extract span-level information from the LLM.On our refined version of WMT24 ESA dataset, our referencefree method achieves an F1 score of approximately 27 for character-level label prediction, outperforming the reference-based XCOMET-XXL at approximately 17.

키워드
AnnotationTranslation (biology)Span (engineering)Semantics (computer science)Error detection and correction
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2025

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