SIGNALAI·Jun 16, 2026, 4:00 AMSignal65Short term

HK-LegiCoST: Leveraging Non-Verbatim Transcripts for Speech Translation

Source: arXiv cs.CL

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HK-LegiCoST: Leveraging Non-Verbatim Transcripts for Speech Translation

arXiv:2306.11252v2 Announce Type: replace Abstract: We introduce HK-LegiCoST, a new three-way parallel corpus of Cantonese-English translations, containing 600+ hours of Cantonese audio, its standard traditional Chinese transcript, and English translation, segmented and aligned at the sentence level. We describe the notable challenges in corpus preparation: segmentation, alignment of long audio recordings, and sentence-level alignment with non-verbatim transcripts. Such transcripts make the corpus suitable for speech translation research when there are significant differences between the spoke

Why this matters
Why now

The continuous advancements in AI, specifically in natural language processing and speech recognition, are driving the development of specialized datasets and translation models.

Why it’s important

This development is crucial for improving speech translation accuracy, particularly for languages with complex linguistic features and where verbatim transcripts are not always available, bridging communication gaps.

What changes

The availability of HK-LegiCoST will enable researchers to train more robust speech translation models tailored for non-verbatim input, which is common in real-world scenarios.

Winners
  • · AI researchers
  • · Speech translation developers
  • · Multilingual communication platforms
  • · Hong Kong
Losers
  • · Traditional verbatim-dependent speech translation models
Second-order effects
Direct

Improved speech translation models for Cantonese and potentially other languages with similar non-verbatim transcript challenges will emerge.

Second

Enhanced cross-linguistic communication in business, legal, and governmental contexts, especially in regions with high language diversity, could be facilitated.

Third

The reduced friction in understanding diverse spoken languages might contribute to a more interconnected global information ecosystem, impacting cultural exchange and content consumption.

Editorial confidence: 90 / 100 · Structural impact: 55 / 100
Original report

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Read at arXiv cs.CL
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