Datasets | Mozilla Data Collective

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

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

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

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

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

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

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

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

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

MirasAI

Associated Press Pakistan 16.4 Million Sindhi Corpus

A 16.4-million-word Sindhi-language corpus of 58,815 Associated Press Pakistan (APP) news articles (2015–2026).

License: CC-BY-NC-SA-4.0

Locale: snd

Task: NLP

Format: TXT

Size: 23.23 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

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

MirasAI

Associated Press Pakistan 74.4 Million Urdu Corpus

A 74.4M-word, 267,887-article Urdu news corpus from Associated Press Pakistan (2015-2026), released for non-commercial research with APP permission.

License: CC-BY-NC-SA-4.0

Locale: urd

Task: NLP

Format: TXT

Size: 143.39 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

RFE/RL

RFE/RL Afghan Pashto News Text Corpus

This dataset is a longitudinal news corpus for the Pashto language, sourced from Radio Azadi, from 2000 to 2026, it contains over 204,000 articles (16M tokens).

License: CC-BY-NC-SA-4.0

Locale: ps

Task: NLP

Format: TXT

Size: 117.68 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

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

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

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

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

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

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

Community

Sindhi Word Segmentation (SdSEG)

A sentence-level annotated dataset for training and evaluating sequence labeling models such as CRF, BiLSTM, and transformer-based architectures.

License: CC-BY-NC-4.0

Locale: snd

Task: NLP

Format: JSON

Size: 1.13 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

All Datasets

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Jazab Sindhi Newspaper Corpus

Sindh Sujag Newspaper Corpus

Tamir Sindhi News Corpus

NAWA-E-WATAN Balochi Newspaper Corpus

Sindh Line Publishers

Jhoke Publisher Multan’s Saraiki Newspaper Corpus

Sindhi Corpus

Associated Press Pakistan 21.4 Million Pashto Corpus

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

Associated Press Pakistan 16.4 Million Sindhi Corpus

Mediamen Punjabi Literature Corpus

Kaler Kantho Bengali Newspaper Corpus

Associated Press Pakistan 74.4 Million Urdu Corpus

Kaleem Magazine Urdu Corpus

RFE/RL Afghan Pashto News Text Corpus

Elkhani Hazargi Literature Corpus

Chishti Sons Punjabi Literature Corpus

Sindhi Parts Of Speech (SiPOS)

Gawri (گاؤری) Magazine Corpus

Sindhi to English Parallel Corpus

Saraiki Quarterly Magazine Wasson Wehray Corpus

Associated Press Pakistan 10.4 Million Saraiki Corpus

Sindhi Word Segmentation (SdSEG)

Prothom Alo Bengali Newspaper Corpus