Multi-Linguistic Rare Indian Regional & Classical Languages Dataset

LLM Fine-Tuning Data

Tags and Keywords

Multi-linguistic

Urdu-nlp

Bangla-text

Low-resource-indic

Llm-fine-tuning

Human-curated

Expert-domain

Commercially-cleared

Multi-Linguistic Rare Indian Regional & Classical Languages Dataset  Dataset on Opendatabay data marketplace

$11,200

About

📂 Data Product Executive Overview

This premium, multi-linguistic regional Indic dialects and classical languages dataset is officially curated, digitized, and structured under Prakhar Goonj Publications—a globally recognized, D&B U-N-S Certified international publishing house (D-U-N-S No. 64-125-5366) based in Delhi, India. We are a Tier-1 registered member of the Federation of Indian Publishers (FIP) and officially empanelled with the Ministry of Information & Broadcasting (RNI, Press Registrar General of India).

🏛️ Dataset Scope & Domain Density (Verified Sourcing Core)

This specialized dataset consists of high-density linguistic text arrays built for fine-tuning Large Language Models (LLMs) and training deep semantic alignment in critically low-resource Indic language models. By providing human-authored, peer-reviewed texts across rare dialectical, script, and regional grammar matrices, this dataset serves as an essential benchmark to mitigate hallucinations in South Asian localized language processing.
  • Total Clean Dataset Size: 6 Expert-Authored Published Regional & Classical Titles
  • Total Volume Infrastructure: ~1,066 Fully Proofread, Human-Authored Digitized Pages (Approx)
  • Linguistic Footprint: ~420,000 Exact Words / ~700,000 Tokens (Approx)
  • Language Array Distribution: Deep Multilingual Matrix (Bangla, Urdu, Telugu, Garhwali, and Punjabi Literature)
  • Commercial Asset Valuation Pricing: £8,750 GBP (Lumpsum Non-Exclusive License Payout)

📚 Some of the Core Featured Multi-Linguistic Masterpieces Included:

  1. Bangla Literary Fiction & Poetry Selection: Featuring the acclaimed regional novel 'Manangiriya' (~210 pages of unique syntax) and 'Nana Ranger Kabita' (~220 pages of high-context poetic token arrays).
  2. Urdu Poetry & Rhythmic Text Structures: Featuring 'सिसकते अरमान' (~137 pages of advanced Urdu composition and contextual phrasing).
  3. Telugu Classical Epic Adaptation: Featuring 'कामायनी - महाकाव्य' (~219 pages of structured literary corpus).
  4. Rare Regional Garhwali & Punjabi Dialect Studies: Featuring 'गढ़वाली भाषा और साहित्य' (~236 pages) and 'पंजाबी साहित्य और संस्कृति' (~44 pages)—critically scarce data completely missing from the open web.

🛡️ Data Provenance & Compliance Governance

  • Collection Method: 100% human-authored, peer-reviewed, and professionally proofread published manuscripts. Zero public web scraping or unverified crowd-sourced data dumps.
  • Licensing Model: Available under a flexible, 100% Non-Exclusive Commercial License for AI Model Training and evaluation purposes. Original text remains secure under publisher custody (Custom Delivery Model) until full transaction clearance.

Listing Stats

VIEWS

5

DELIVERY

CUSTOM, S3

LISTED

01/10/2026

UPDATED

01/10/2026

REGION

GLOBAL

Universal Data Trust Rating UDTRTRUST

5 / 5

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$11,200

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