60M+ Words Multilingual AI/LLM Text Corpora (100% Cleared IP)
LLM Fine-Tuning Data
Tags and Keywords
$150,000
About
EXECUTIVE DATA SPECIFICATION SUMMARY
Prakhar Goonj Publications (D&B U-N-S Certified Tier-1 Media House, No. 64-125-5366) licenses a commercial-grade, multi-genre linguistic asset for enterprise AI optimization. Spanning over 60 Million+ Words (Tokens) across English, Hindi, and Indian regional languages, this master database is 100% editorially curated, clean-text optimized, and structured for immediate model ingestion.
RISK MITIGATION & LEGAL COMPLIANCE
- 100% Cleared Intellectual Property (IP): Absolute, unencumbered commercial licensing rights for the entire database.
- Absolute Compliance: Registered with the Ministry of Information & Broadcasting (RNI) and Federation of Indian Publishers (FIP). Zero web-scraped, synthesised, or toxic text.
- Metadata Lineage: Full token boundary validation and clean formatting tags with Crossref DOI alignment.
INCLUDED DATA STREAMS IN THIS MASTER PACKAGE
- Premium Chronological Periodical Stream (Prakhar Goonj Sahityanama Archive)
- Overview: An independently published, RNI-registered (RNI No. DELHIN/2020/79598) monthly Hindi literary magazine running continuously since approximately 2018.
- Volume: ~90 consecutive issues published to date, totaling ~10,000 pages of deeply curated, high-quality native text.
- GenAI Utility: A rare, distinct data stream of recurring, dated, and editorially curated Hindi content covering literature, poetry, and culture. Perfect for training LLMs in temporal language evolution, semantic timelines, and RLHF/DPO preference optimization. Available in structured PDF and EPUB digital archives.
- High-Density Domain Adaptation Verticals (Master Technical Catalog) A deeply structured technical corpus designed for fine-tuning task-specific models:
- Law & Jurisprudence: Complete text of Insolvency & Bankruptcy Code (IBC) Treatise, Courtroom Genius Frameworks, Criminal Law Systems, and the Bilingual Encyclopedia of AI Law ("The Cyber Code").
- Medical Sciences & Healthcare: Complete Clinical Nursing Procedures, Evidence-Based Medical-Surgical Diagnostics, Radiology Challenges, Pharmacology, Pathology, and Pharmaceutical Textbooks.
- Economics, Governance & Policy: Macroeconomics simplified datasets, national GST/Taxation Systems, Political Sociology, and Civilizational Awakening Documentation.
- Advanced Computational Science: Linux/Unix Computational Science, E-commerce Data Architectures, and Advanced Topological Mathematics.
- Creative Narrative & High-Fluency NLG Corpora
- A massive, large-scale repository of contemporary Fiction Novels, Short Stories, Anthologies, Verse Poetry, and traditional Couplets (Dohe/Muktak) in both English and Hindi. Engineered to train LLMs in conversational synthesis, multi-turn emotional intelligence alignment, and high-fluency creative text generation (NLG).
DELIVERY & INFRASTRUCTURE
Data is formatted, deduplicated, and delivered via secure cloud pipelines in JSONL, Markdown, or clean TXT formats with pre-computed token counts and UTF-8 encoding. Available for immediate global enterprise bulk volume licensing.
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$150,000
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