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Conversational speech · मराठी

Marathi Conversational Speech Data

Natural two-party and multi-party conversation recorded with separate channels per speaker, covering the overlaps, interruptions and turn-taking that scripted data never produces. This page covers how that works specifically for Marathi, where retains the retroflex lateral ळ, which has no hindi or english equivalent and is frequently substituted with ल by non-native transcribers.

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Two speakers recording natural conversational speech data — Marathi Conversational Speech Data
Language
Marathi (mr-IN)
Dialects covered
6
Typical programme
500-2,000 hours
Cities
Mumbai, Pune, Nagpur
01

What changes when the language is Marathi

The service specification stays constant across languages; the linguistics do not. For Marathi, three things drive the design of a conversational speech programme.

  • Retains the retroflex lateral ळ, which has no Hindi or English equivalent and is frequently substituted with ल by non-native transcribers
  • Dialect spread: Standard (Puneri), Varhadi (Vidarbha), Marathwadi, Konkani-influenced coastal Marathi
  • Mumbai and Pune speech mixes Marathi, Hindi, and English in the same sentence. Marathi-only recordings collected in Pune under-represent the Mumbai reality of tri-lingual switching.
Conversational speech — Marathi · written into the SOW before recordingChannelsOne channel per speaker, time-alignedDuration15-60 minutes per conversationTopicsScenario cards, free topics, or your domain scriptsOverlapPreserved and tagged, never edited outMetadataRelationship between speakers, familiarity, topic, settingYour values replace ours rather than being converted after delivery.
02

Technical specification

ParameterStandard
ChannelsOne channel per speaker, time-aligned
Duration15-60 minutes per conversation
TopicsScenario cards, free topics, or your domain scripts
OverlapPreserved and tagged, never edited out
MetadataRelationship between speakers, familiarity, topic, setting
Audio QC engineer inspecting waveforms and spectrograms — supporting marathi conversational speech data
Audio QC engineer inspecting waveforms and spectrograms
03

Marathi cohort design

A representative Marathi cohort should be split roughly 40% western Maharashtra, 25% Vidarbha, 20% Marathwada, 15% Konkan rather than concentrated in Pune.

DimensionTypical splitWhy it matters for Marathi
Gender50 / 50Pitch range differences change acoustic model behaviour; unbalanced cohorts bias recognition
Age18-25: 30%, 26-40: 40%, 41-60: 30%Older speakers retain conservative Marathi forms that younger urban speakers have lost
RegionMaharashtra / Goa / parts of Karnataka and othersDialect spread across 6 recognised varieties
EducationMixed, including below-graduatePrompt-reading fluency correlates with education and skews prosody
ConditionStudio / quiet room / fieldMatch the noise profile of your deployment
04

Process

  • Scenario design so conversations stay on-domain without becoming scripted
  • Speaker pairing by familiarity level as specified
  • Multi-channel recording with per-speaker isolation
  • Diarisation-ready packaging
  • Verbatim transcription with speaker turns and overlap tags
05

Marathi-specific quality rules

  • ळ vs ल substitution by Hindi-trained transcribers
  • Anusvara placement varies between conservative and modern orthography
  • Varhadi verb endings get 'corrected' to standard forms unless the guide explicitly requires verbatim dialect transcription

Conversations are checked for naturalness, not just audio quality. Sessions that drift into reading are rejected.

06

Deliverables

  • Per-speaker channels plus mixed reference
  • Turn-level transcripts
  • Overlap and backchannel tags
  • Conversation metadata
07

Worked example

A representative Marathi conversational speech engagement: 500 hours from 1,000 speakers, 50/50 gender, ages 18-45, spread across Mumbai, Pune, Nagpur, recorded to the specification above and delivered in WAV with a per-utterance manifest.

Timeline: 4-7 weeks for 100-300 hours in one language.

08

Where this data is missing today

Available Marathi speech data is dominated by standard Puneri read speech. Vidarbha, Marathwada, and coastal Konkan varieties are severely under-collected, which is exactly where deployed voice products lose accuracy.

Frequently asked

How much does Marathi conversational speech cost?

Priced per delivered hour or unit against a written spec. The cost drivers for Marathi are dialect spread, demographic narrowness and recording condition, in that order.

Which Marathi dialects are included?

By default Standard (Puneri), Varhadi (Vidarbha), Marathwadi, Konkani-influenced coastal Marathi and others, tagged per speaker. You can also commission a single-dialect corpus if you are targeting one region.

Can you deliver Marathi data in our format?

Yes. Per-speaker channels plus mixed reference is the default, but naming, schema and directory structure follow your pipeline.

How long does a Marathi programme take?

4-7 weeks for 100-300 hours in one language.

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Hours, speakers, dialects, deadline. Send what you have.

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