Datasets | Mozilla Data Collective

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

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

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

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

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

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

Balochi Academy

Eastern Balochi Literature Corpus

A UTF-8 normalized Eastern Balochi literature corpus (~1.9M tokens) covering poetry, folklore, novels, and cultural texts for linguistic research and NLP.

License: CC-BY-NC-4.0

Locale: bgp

Task: NLP

Format: TXT

Size: 949.67 KB

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

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

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

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

Common Voice

Common Voice Scripted Speech 26.0 - Saraiki

A collection of read speech recordings in Saraiki.

License: CC0-1.0

Locale: skr

Task: ASR

Format: MP3

Size: 133.49 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

Common Voice

Common Voice Scripted Speech 26.0 - Eastern Balochi

A collection of read speech recordings in Eastern Balochi.

License: CC0-1.0

Locale: bgp

Task: ASR

Format: MP3

Size: 259.69 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

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

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

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

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

Aim Foundation

Dari Literature Corpus by Anjuman e Adabi Nayestan

A ~1 M-token Dari (Afghan Persian) literary corpus compiled by Anjuman e Adabi Nayestan, covering prose, poetry, and cultural texts in Perso-Arabic script.

License: CC-BY-NC-4.0

Locale: prs

Task: NLP

Format: TXT

Size: 12.67 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 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

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

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

All Datasets

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Baloch Publishers Saraiki Literature Corpus

Jhoke Publisher Multan’s Saraiki Newspaper Corpus

Kaleem Art Press Saraiki Literature Corpus

Saraiki-English Parallel Corpus

Western Balochi Literature Cropus

NAWA-E-WATAN Balochi Newspaper Corpus

Eastern Balochi Literature Corpus

Balochi Academy Text Corpus

Associated Press Pakistan 10.4 Million Saraiki Corpus

Saraiki Literature Corpus

Saraiki Quarterly Magazine Wasson Wehray Corpus

Common Voice Scripted Speech 26.0 - Saraiki

Associated Press Pakistan 16.9 Million Balochi Corpus

Common Voice Scripted Speech 26.0 - Eastern Balochi

Elkhani Hazargi Literature Corpus

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

Tamir Sindhi News Corpus

Sindhi Corpus

Ormuri Literature corpus by Rozi Burki

Dari Literature Corpus by Anjuman e Adabi Nayestan

Jazab Sindhi Newspaper Corpus

Associated Press Pakistan 21.4 Million Pashto Corpus

Talar (تلار) Barahui Magazine Corpus

Keblagh-e-Azergi Hazargi literature corpus