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Transcription · Code-Switching ASR

Transcription Services for Code-Switching ASR

Verbatim and clean-read transcription of Indian-language audio by native speakers of the target variety, delivered against a written style guide with measured agreement. Applied to code-switching asr, the specification is driven by one thing: switch-point accuracy.

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Transcriber timestamping Indian language audio — Transcription Services for Code-Switching ASR
Service
Transcription
Use case
Code-Switching ASR
Primary metric
Switch-point accuracy
01

Required data profile

  • Genuinely code-mixed spontaneous speech
  • Per-token language ID labels
  • A fixed rule for script of English tokens
Transcription — Code-Switching ASR · written into the SOW before recordingModesVerbatim, clean verbatim, or clean-readTimestampsUtterance or word levelScriptNative script, romanised, or dual-script deliveryTagsSpeaker, noise, overlap, unintelligible, code-switchAccuracy target99% on clean studio audio; agreed per-project on field audioYour values replace ours rather than being converted after delivery.
02

Technical specification

ParameterStandard
ModesVerbatim, clean verbatim, or clean-read
TimestampsUtterance or word level
ScriptNative script, romanised, or dual-script delivery
TagsSpeaker, noise, overlap, unintelligible, code-switch
Accuracy target99% on clean studio audio; agreed per-project on field audio
Field recording session with a rural speaker in India — supporting transcription services for code-switching asr
Field recording session with a rural speaker in India
03

Process

  • Style guide authoring and client sign-off
  • Transcriber calibration and agreement measurement
  • First pass transcription
  • Independent second-pass review
  • Automated rule checks and delivery
04

Metrics this feeds

  • Switch-point accuracy
  • Mixed-utterance WER
  • Language ID token accuracy
05

Failure modes to design out

  • Concatenating monolingual data and calling it code-mixed
  • Leaving script conventions to individual annotators

The style guide is the deliverable that determines whether your data is usable. It is written first and shipped with the data.

06

Deliverables

  • Transcripts in your schema
  • Style guide
  • QA and agreement report

Frequently asked

Is transcription the right service for code-switching asr?

It covers genuinely code-mixed spontaneous speech. Most code-switching asr programmes combine it with at least one other service; we will say so in the scope rather than selling one line item.

What languages are available?

All 14 languages in the network plus Indian English accent bands.

How is the evaluation set handled?

Collected first, from speakers disjoint from the training cohort, so improvement is measurable.

Scope transcription for code-switching asr

Send the metric you need to move.

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