arXiv cs.CLPaper
Context-Aware Interleaved Batching for WhisperX
This is solid systems work on a production problem. Whisper's hallucination and context-loss issues are real blockers for long-form transcription pipelines. The solution trades a small amount of throughput for accuracy without losing the speed gains that made WhisperX useful in the first place. If you're shipping voice products, this is worth implementing. The approach is transferable to other streaming inference problems.