Datasets | Mozilla Data Collective

Kaleem Art Press

Jhoke Publisher Multan’s Saraiki Newspaper Corpus

Jhoke Publisher Multan’s Saraiki Newspaper Corpus (~1.25M tokens) is a normalized UTF-8 collection of Saraiki newspaper.

License: CC-BY-NC-4.0

Locale: skr

Task: NLP

Format: TXT

Size: 2.30 MB

Baloch Publishers Multan

Baloch Publishers Saraiki Literature Corpus

This corpus is a collection of one million tokens of Saraiki language. The data was produced under the Baloch Publishers over the last ten years. The corpus contains work of literature including dictionaries, short stories, novels, fiction, non-fiction, and travelogue. 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: skr

Task: NLP

Format: TXT

Size: 2.04 MB

Sujaak Adbi Sangat

Saraiki Quarterly Magazine Wasson Wehray Corpus

This corpus contains 11,79,200 tokens, from a Saraiki Quarterly Magazine "Wasson Wehray"

License: CC-BY-NC-4.0

Locale: skr

Task: OTH

Format: TXT

Size: 2.09 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

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

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

Associated Press Pakistan 10.4 Million Saraiki Corpus

A 10.4-million-word Saraiki news corpus from Associated Press of Pakistan, covering 2016–2026 for non-commercial Saraiki NLP research.

License: CC-BY-NC-SA-4.0

Locale: skr

Task: NLP

Format: TXT

Size: 19.51 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

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

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

Kaler Kontho

Kaler Kantho Bengali Newspaper Corpus

A 10+ million token Bengali newspaper corpus from Kaler Kantho provided in .docx format for large-scale NLP research and linguistic analysis.

License: CC-BY-NC-4.0

Locale: ben

Task: NLP

Format: DOCX

Size: 33.11 MB

Tamir News Agency

Tamir Sindhi News Corpus

The corpus contains 1.1 million tokens from the Tamir Sindhi Newspaper published from the year 2022-2025. 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: 2.56 MB

Sindh Line Publishers

The corpus contains 1.029 million tokens from the Sindh Line a Sindhi Newspaper published from the year 2024-2025. 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-SA-4.0

Locale: snd

Task: NLP

Format: TXT

Size: 2.22 MB

Protham Alo

Prothom Alo Bengali Newspaper Corpus

A 10+ million token Bengali newspaper corpus from Prothom Alo provided in .docx format for large-scale NLP research and linguistic analysis.

License: CC-BY-NC-4.0

Locale: ben

Task: NLP

Format: DOCX

Size: 42.36 MB

MEDIAMEN

English–Punjabi (Shahmukhi) Parallel Sentences Corpus (Mediamen Archives)

This parallel sentences corpus containing 30,405 aligned sentence pairs with a total of approximately 0.62 million tokens, curated from the archival materials of Mediamen (Advertising Agency). The sentences were professionally translated from English into Punjabi (Shahmukhi) and are intended to support machine translation, linguistic research, and Punjabi language technology development, particularly for real-world and contemporary language use.

License: CC-BY-NC-4.0

Locale: en-PK, pnb

Task: MT

Format: CSV

Size: 1.08 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

Jamuna Printing and Publishing Ltd.

The Daily Jugantor Bengali Language Corpus

Monolingual Bengali corpus of 10.6 million words from Daily Jugantor, a major Bengali news source.

License: CC-BY-NC-SA-4.0

Locale: ben

Task: NLP

Format: DOCX

Size: 40.49 MB

MirasAI

Associated Press Pakistan 16.9 Million Balochi Corpus

A 16.9M-word Balochi news corpus from Associated Press of Pakistan, covering 59,172 articles published between 2016 and 2026.

License: CC-BY-NC-SA-4.0

Locale: bal

Task: NLP

Format: TXT

Size: 22.85 MB

MEDIAMEN

Mediamen Punjabi Literature Corpus

This corpus is a collection of one million tokens of Western Punjabi language. The data was produced under the Mediamen publishing agency over the last ten years. The corpus contains work of literature including short stories, novels, fiction, non-fiction, and dramas. 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: pnb

Task: NLP

Format: TXT

Size: 1.82 MB

Collaborative Action For Research & Development (CARD)

Gawri (گاؤری) Magazine Corpus

The Gawri (گاؤری) Magazine Corpus is a curated collection of monthly Gawri magazine text (~67,724 tokens) that supports research and language technology.

License: CC-BY-NC-4.0

Locale: gwc

Task: NLP

Format: TXT

Size: 146.71 KB

Balochistan Educational and Cultural Organization

Western Balochi Literature Cropus

A cleaned literary corpus in Western Balochi (Rakhshani) including articles, research, translations, and creative literature. (~1.1 m tokens)

License: CC-BY-NC-4.0

Locale: bgn

Task: NLP

Format: TXT

Size: 2.26 MB

Tamahi Suneha Magazine

Punjabi Literature Corpus

This corpus contains 10,39,430 tokens of Punjabi Shahmukhi script.

License: CC-BY-NC-4.0

Locale: pa-PK

Task: OTH

Format: TXT

Size: 1.83 MB

Chishti Sons

Chishti Sons Punjabi Literature Corpus

This corpus is a collection of more than one million tokens of Western Punjabi language. The data was produced under the Chishti Sons publishing agency. The corpus contains work of literature including short stories, stories, fiction, non-fiction, and other literary books. 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: pnb

Task: NLP

Format: TXT

Size: 1.65 MB

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

All Datasets

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Jhoke Publisher Multan’s Saraiki Newspaper Corpus

Baloch Publishers Saraiki Literature Corpus

Saraiki Quarterly Magazine Wasson Wehray Corpus

NAWA-E-WATAN Balochi Newspaper Corpus

Kaleem Art Press Saraiki Literature Corpus

Jazab Sindhi Newspaper Corpus

Associated Press Pakistan 10.4 Million Saraiki Corpus

Sindh Sujag Newspaper Corpus

Saraiki-English Parallel Corpus

Saraiki Literature Corpus

Kaler Kantho Bengali Newspaper Corpus

Tamir Sindhi News Corpus

Sindh Line Publishers

Prothom Alo Bengali Newspaper Corpus

English–Punjabi (Shahmukhi) Parallel Sentences Corpus (Mediamen Archives)

Talar (تلار) Barahui Magazine Corpus

The Daily Jugantor Bengali Language Corpus

Associated Press Pakistan 16.9 Million Balochi Corpus

Mediamen Punjabi Literature Corpus

Gawri (گاؤری) Magazine Corpus

Western Balochi Literature Cropus

Punjabi Literature Corpus

Chishti Sons Punjabi Literature Corpus

Associated Press Pakistan 21.4 Million Pashto Corpus