Datasets | Mozilla Data Collective

All Datasets

Compensated Datasets

API

Contribute Datasets

Loading datasets...

Terms

FAQs

Participation Guidelines

Responsible Disclosure

News and Documentation

Data and Model Competitions

[email protected]

Terms

FAQs

Participation Guidelines

Responsible Disclosure

News and Documentation

Data and Model Competitions

[email protected]

Mozilla Data Collective is a mission-locked British company, incubated by Mozilla Foundation, and backed by the not-for-profit Mozilla.org

All Datasets

Not sure where to start?

Describe what you are building and the Data Assistant will find the right datasets for you.

Try the Data Assistant

Filtered by

Search results for “Punjabi Literature Corpus (Shahmukhi)”

100 Datasets

MirasAI

Rangpuri (অংপুরি Ôṅgpuri) Text Corpus

A 500K token corpus of Rangpuri literature and drama provided in UTF-8 format for linguistic research and NLP development.

License: CC-BY-NC-4.0

Locale: rkt

Task: NLP

Format: TXT

Size: 3.68 MB

Keblagh e Azergi

Keblagh-e-Azergi Hazargi literature corpus

This corpus is a collection of more than one hundred thousand tokens of Hazargi language. The corpus contains work of literature, poems, folk and short stories and dramas. The data is being shared with the approval of the authors. It claims to support linguistic research, language technology development and cultural preservation.

License: CC-BY-NC-4.0

Locale: haz

Task: NLP

Format: TXT

Size: 193.28 KB

Community

Sindhi Corpus

SdCorpus is a large scale monolingual Sindhi text corpus collected from publicly available web sources for NLP and language model development.

License: CC-BY-NC-4.0

Locale: snd

Task: LM

Format: TXT

Size: 321.00 MB

Kaleem Art Press

Kaleem Art Press Saraiki Literature Corpus

This corpus contains approximately one million tokens of Saraiki text curated over the past ten years by Kaleem Art Press. It features a wide range of literary genres, including stories, short stories, novels, fiction, non-fiction, travelogues, poetry, biographies, and historical writings. All content is shared with full author approval. The dataset is intended to support linguistic research, Saraiki language technology development, and the preservation of cultural and literary heritage.

License: CC-BY-NC-4.0

Locale: skr

Task: OTH

Format: TXT

Size: 1.84 MB

Balochistan Educational and Cultural Organization

NAWA-E-WATAN Balochi Newspaper Corpus

A ~1.02M-token Balochi newspaper corpus from NAWA-E-WATAN, representing contemporary journalistic and public discourse.

License: CC-BY-NC-4.0

Locale: bgn

Task: NLP

Format: TXT

Size: 1.43 MB

Collaborative Action For Research & Development (CARD)

IBT Torwali Literature Corpus

A Torwali literature corpus (~233K tokens) covering poetry, folklore, biographies, and cultural texts for linguistic research and NLP development.

License: CC-BY-NC-4.0

Locale: trw

Task: NLP

Format: TXT

Size: 488.12 KB

Weekly Kaleem Magazine Multan

Kaleem Magazine Urdu Corpus

This corpus is a collection of around 1.4 million tokens of Urdu language. The data was extracted from the archives of a famous Urdu magazine "Kaleem" published weekly from last 30 years. This corpus contains work of literature including stories, short stories, news, poetry, literary reports, fiction, non-fiction, and travelogues. The data is being shared with the approval of the authors. It aims to support linguistic research, language technology development, and cultural preservation.

License: CC-BY-NC-4.0

Locale: urd

Task: NLP

Format: TXT

Size: 2.74 MB

Sindh Sujag Newspaper Agency

Sindh Sujag Newspaper Corpus

The corpus contains approximately 1.2 million tokens from the Sindh Sujag Newspaper Agency published between 2024 and 2025. It includes complete newspaper content such as headlines, editorials, finance news, and advertisements. The newspaper is published daily in Karachi, Pakistan, and represents a comprehensive collection of contemporary Sindhi journalistic writing.

License: CC-BY-4.0

Locale: snd

Task: NLP

Format: TXT

Size: 2.63 MB

Common Voice

Common Voice Scripted Speech 26.0 - Punjabi

A collection of read speech recordings in Punjabi.

License: CC0-1.0

Locale: pa-IN

Task: ASR

Format: MP3

Size: 104.82 MB

Forum for Language Initiatives

Gojri Literature Corpus

A curated Gojri (Gujari) text corpus of approximately 60K tokens covering poetry, stories, short stories, and literary prose.

License: CC-BY-NC-4.0

Locale: gju

Task: NLP

Format: TXT

Size: 117.97 KB

MirasAI

Associated Press Pakistan 21.4 Million Pashto Corpus

Pashto news corpus from the Associated Press of Pakistan, containing 99,495 articles and 21.4 million words from 2015–2026.

License: CC-BY-NC-SA-4.0

Locale: pus

Task: NLP

Format: TXT

Size: 38.81 MB

Forum for Language Initiatives

Kohistani Shina Word List

A UTF-8 encoded Kohistani Shina dictionary and word list corpus with lexical entries, meanings, and annotations for linguistic research and NLP use.

License: CC-BY-NC-4.0

Locale: plk

Task: NLP

Format: TXT

Size: 394.05 KB

MirasAI

Dameli Literature Corpus

A literary corpus of Dameli texts preserving the language’s literary traditions, cultural heritage, narratives, and diverse forms of written expression.

License: CC-BY-NC-4.0

Locale: dml

Task: NLP

Format: TXT, DOCX

Size: 9.83 MB

Balochistan Educational and Cultural Organization

Talar (تلار) Barahui Magazine Corpus

A ~150,000-word Brahui corpus from the monthly magazine Talar, covering editorials, essays, fiction, poetry, and socio-cultural commentary.

License: CC-BY-NC-SA-4.0

Locale: brh

Task: NLP

Format: TXT

Size: 317.22 KB

Kaleem Art Press

Saraiki-English Parallel Corpus

English–Saraiki parallel corpus: 51,447 aligned sentence pairs (~0.89M words), translated by Kaleem Art Press for MT and Saraiki NLP research.

License: CC-BY-NC-4.0

Locale: mul

Task: MT

Format: CSV

Size: 1.92 MB

Community

Sindhi Parts Of Speech (SiPOS)

A large-scale Sindhi Part-of-Speech (SiPOS) tagging dataset for developing and evaluating NLP models in a low-resource language.

License: CC-BY-NC-4.0

Locale: snd

Task: NLP

Format: TXT

Size: 874.04 KB

MirasAI

Hindi Literature & News Corpus

A diverse Hindi text corpus spanning literary works and news article blogs, curated for NLP research and language modeling tasks.

License: CC-BY-NC-SA-4.0

Locale: hin

Task: NLP

Format: TXT

Size: 19.52 MB

Community

Hindi 10 Million Text Corpus

Hindi monolingual corpus of about 10 million tokens, compiled from multiple authors and including literary works and personal articles.

License: CC-BY-ND-4.0

Locale: hin

Task: NLP

Format: DOCX

Size: 21.91 MB

MirasAI

Chittagonian (চাটগাঁইয়া, saṭgãia) Text Corpus

A 690K token corpus of raw Chittagonian text covering drama, poetry, and folklore for linguistic research and NLP development.

License: CC-BY-NC-SA-4.0

Locale: ctg

Task: NLP

Format: TXT

Size: 6.59 MB

MDC DatasetsCompensated

🚧 Khowar-English Parallel Corpus 🚧

A parallel corpus of over 10,000 sentences of Khowar and English. The sentences are derived from a multimodal corpus consisting of 152 transcribed and translated Khowar language videos.

License: MDC DLA-1.0

Locale: khw, en

Task: MT

Format: TSV

Size: 407.57 KB

Kaleem Art Press

Saraiki Literature Corpus

This contains multiple Saraiki Language books of Stories, Short Stories, Novel, Travelogue, Sentences and collection of articles.

License: CC-BY-NC-4.0

Locale: skr

Task: OTH

Format: TXT

Size: 1.84 MB

Community

Sindhi to English Parallel Corpus

A Sindhi–English parallel corpus in JSONL format, designed for machine translation and cross-lingual NLP tasks across diverse real-world domains.

License: CC-BY-NC-4.0

Locale: snd, eng

Task: MT

Format: JSONL

Size: 2.50 MB

Jazab Publishers

Jazab Sindhi Newspaper Corpus

The corpus contains 1.07 million tokens from the Jazab a Sindhi Newspaper published from the year 2023-2025. The text consists of the complete newspaper content including headlines, editorials, finance news and advertisements. The newspaper published in Karachi, Pakistan on daily basis.

License: CC-BY-NC-SA-4.0

Locale: snd

Task: NLP

Format: TXT

Size: 2.33 MB

MirasAI

Sylheti Text Corpus by Haque Publishers

A 524K token Sylheti corpus featuring drama scripts and cultural texts in UTF-8 format for linguistic research and NLP development.

License: CC-BY-NC-4.0

Locale: syl

Task: NLP

Format: TXT

Size: 3.53 MB