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General Text 1.1M tokens · 55,000 messages

Code-Switched Hinglish & Tanglish Conversation Set

Real code-switched Hinglish and Tanglish conversations with language-ID, intent, and sentiment tags — the messy, mixed text production models actually face.

  • Rights-cleared
  • Consent documented
  • 🇮🇳 India data residency
Rights-cleared multilingual dataset catalog illustrating the Code-Switched Hinglish & Tanglish Conversation Set dataset
Languages
Hinglish, Tanglish, English
Scale
1.1M tokens · 55,000 messages · 55000 records
Inter-annotator agreement
α = 0.83
QA pass rate
97.20%
Quality & methodology metrics

Measured, audited, reproducible

IAA / Krippendorff α
0.83
QA pass rate
97.20%

Token-level language-ID and message-level intent/sentiment are double-annotated at α = 0.83 with a 97.2% QA pass rate. Includes transliteration normalisation and a romanised↔native script mapping.

Provenance & consent

Conversations are authored and contributed by consenting native bilingual speakers under agreements granting commercial reuse — not scraped from social platforms. Each message carries a contributor and consent reference; processing and storage are within India.

Methodology

Bilingual contributors produce natural code-switched dialogue around realistic scenarios. Annotators tag language at the token level, normalise transliteration, and label intent and sentiment, with a calibration round and adjudication to keep the mixed-script labelling consistent.

Data preview

What's inside each record

A representative schema for Code-Switched Hinglish & Tanglish Conversation Set. The full data card ships the complete field dictionary, value ranges and annotation rubric.

Field Type Example
id string (uuid) "txt_a3f1…"
prompt string "When will this feature ship?"
response string "…"
label enum "preferred" | "rejected"
language string (ISO 639) "hin"
annotator_id string (hashed) "anr_7f3…"
qa_status enum "passed"
consent_ref string "cns_2024_…"

Representative schema — exact fields and value ranges are documented in the dataset card shipped with every licence.

Licensing

License tiers

Choose the tier that matches your use case. Every tier ships with the full data card, provenance log, and quality report.

Commercial Non-Exclusive

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Production licence for chat, search, and moderation models handling mixed-script text.

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Enterprise / Sovereign Exclusive

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Exclusive licensing plus additional code-switched pairs (e.g. Banglish, Kanglish) to spec.

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