FAQ article

How do you protect speaker labels and number accuracy in Mandarin transcripts?

Some recordings are risky because the transcript must show who said what and preserve exact figures. This needs speaker separation, Q&A restoration, and number checks.

Short answer

When speaker identity and numbers matter, the transcript should be reviewed against the audio for speaker turns, names or roles, units, percentages, dates, currency, and key metrics.

Common problem

ASR often labels speakers as generic Speaker 1 / Speaker 2, merges turns, or assigns an answer to the wrong person. It may also miss a digit, unit, or decimal point, changing the commercial meaning of a statement.

Recommended handling

Confirm whether the project needs named speakers, roles, timestamps, Q&A formatting, or uncertainty markers. For number-critical projects, ask for extra checks on revenue, margins, percentages, dates, and currencies. How speaker and number checks fit into the overall accuracy expectations is discussed in the buyer's guide: accuracy expectations.

How FingerPower handles it

FingerPower can separate speakers, restore Q&A structure, and prioritize number checks before delivery. Where a segment remains uncertain, it should be marked rather than silently guessed.

Next steps

Review service scope

See how mixed-language, terminology-heavy, speaker/number-critical, and confidential offline projects are scoped.

See services

Compare a real sample

Anonymized comparisons showing ASR error patterns, human correction, and offline workflow differences.

See samples

Start a project conversation

Share language mix, terminology density, speaker/number requirements, turnaround, and confidentiality needs.

Contact FingerPower

Free resource

Mandarin transcription buyer's checklist

A short PDF covering NDA terms, file handling, terminology preferences, and turnaround expectations — written for first-time and recurring buyers.

We will send it from service@fingerpower.com after a short check. The PDF is currently being finalized.

Related articles