Datasets | Mozilla Data Collective

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

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

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

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

Forum for Language Initiatives

Khowar Literature Corpus by FLI

A multi-genre Khowar language corpus designed for linguistic research, NLP applications, and cultural documentation.

License: CC-BY-NC-4.0

Locale: khw

Task: NLP

Format: TXT

Size: 244.85 KB

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

Aim Foundation

Aim Foundation Dari Literature Corpus

This corpus is a collection of more than seven hundred thousand tokens of Dari language. The corpus contains work of literature including poems, stories, novels, fictional and non-fictional and different articles. 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: prs

Task: NLP

Format: TXT

Size: 1.74 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

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

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

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

Balochi Academy

Balochi Academy Text Corpus

This corpus contains approximately 500k tokens of text from novels, poetry, articles, riddles, and proverbs, covering both literary and traditional genres. It is intended for linguistic research, NLP tasks (e.g., language modeling and text analysis), and cultural documentation.

License: CC-BY-NC-SA-4.0

Locale: bgn

Task: NLP

Format: TXT

Size: 1.88 MB

CLEAR Global

Kanuri Books Corpus

Randomized sentences from Kanuri-language books by four authors, containing 10,281 sentences and 90,706 words.

License: CC-BY-4.0

Locale: kr

Task: LM

Format: TXT

Size: 545.68 KB

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

Common Voice

Common Voice Scripted Speech 26.0 - Gawri

A collection of read speech recordings in Gawri.

License: CC0-1.0

Locale: gwc

Task: ASR

Format: MP3

Size: 310.03 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

MirasAI

Ormuri Literature corpus by Rozi Burki

Ormuri Literature Corpus is a collection of Ormuri literary texts by Rozi Burki, supporting research and preservation of this under-resourced language.

License: CC-BY-NC-SA-4.0

Locale: oru

Task: NLP

Format: PDF, DOCX

Size: 18.92 MB

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

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

Forum for Language Initiatives

Hussain Faizy Indus Kohistani Corpus

The Indus Kohistani corpus contains around 500k tokens of folktales, stories, poetry, biographies, and conversational texts, all transcribed with a consistent community orthography. Reviewed by native speakers, the corpus offers a representative snapshot of the language’s vocabulary and grammar for linguistic and computational research.

License: CC-BY-SA-4.0

Locale: mvy

Task: NLP

Format: TXT

Size: 14.70 MB

Keblagh e Azergi

Elkhani Hazargi Literature Corpus

Hazargi literary corpus (~0.5M tokens) of poetry, folklore, and prose texts representing Hazara linguistic and cultural heritage.

License: CC-BY-NC-4.0

Locale: haz

Task: NLP

Format: TXT

Size: 2.46 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

All Datasets

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Gawri (گاؤری) Magazine Corpus

Talar (تلار) Barahui Magazine Corpus

Saraiki Quarterly Magazine Wasson Wehray Corpus

NAWA-E-WATAN Balochi Newspaper Corpus

Gojri Literature Corpus

Khowar Literature Corpus by FLI

Jhoke Publisher Multan’s Saraiki Newspaper Corpus

Baloch Publishers Saraiki Literature Corpus

Aim Foundation Dari Literature Corpus

Kaler Kantho Bengali Newspaper Corpus

Kaleem Magazine Urdu Corpus

Tamir Sindhi News Corpus

Kaleem Art Press Saraiki Literature Corpus

Balochi Academy Text Corpus

Kanuri Books Corpus

Jazab Sindhi Newspaper Corpus

Common Voice Scripted Speech 26.0 - Gawri

Sindh Sujag Newspaper Corpus

Ormuri Literature corpus by Rozi Burki

Western Balochi Literature Cropus

Saraiki-English Parallel Corpus

Hussain Faizy Indus Kohistani Corpus

Elkhani Hazargi Literature Corpus

Mediamen Punjabi Literature Corpus