Failure-Aware Long-Form Translation: Design and Implementation of a Recoverable LLM Translation System

A long-form translation request can succeed at the API layer and still produce an unusable result. The output may be empty, truncated, filtered, dominated by source or prompt material, or interrupted after producing text worth keeping.

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