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7. Future Directions
- Real‑Time Minute‑Level Conversion – Advances in edge‑computing and low‑latency NMT could allow live streams to receive subtitle translations within seconds of broadcast.
- AI‑Driven Post‑Editing – Large language models (LLMs) fine‑tuned on subtitle corpora could perform high‑quality post‑editing, reducing the need for human editors on routine content.
- Universal Caption Formats – Emerging standards like IMSC‑1 aim to unify caption data across platforms, simplifying the “Convert” step for every minute of video.
