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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

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

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

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

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

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

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

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

MirasAI

Marathi Blog & Literature Corpus

A curated Marathi text corpus containing diverse written content for natural language processing, linguistic research, and language modeling tasks.

License: CC-BY-NC-4.0

Locale: mar

Task: NLP

Format: TXT

Size: 4.20 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

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

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

Multilingual Religious Parallel Corpus (Kaleem Art Press)

This dataset is a multilingual parallel sentences corpus containing 6,465 aligned sentence units with approximately 0.98 million words, curated from Kaleem Art Press archives. It includes parallel religious text data in Arabic, Urdu, Saraiki (standard and dialectal), Punjabi (Shahmukhi), and English, supporting research in machine translation, comparative linguistics, digital humanities, and low-resource language studies.

License: CC-BY-SA-4.0

Locale: mul

Task: MT

Format: CSV

Size: 2.27 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

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

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

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

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

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

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

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

MDC DatasetsCompensated

🚧 Hazargi-English Parallel Text Corpus 🚧

A Hazargi-English parallel corpus derived from transcribed and translated video recordings

License: MDC DLA-1.0

Locale: haz, en

Task: MT

Format: TSV

Size: 434.04 KB

Common Voice

Common Voice Scripted Speech 26.0 - Hindi

A collection of read speech recordings in Hindi.

License: CC0-1.0

Locale: hi

Task: ASR

Format: MP3

Size: 545.20 MB

MirasAI

Multispeaker Hindi ASR Dataset

A Hindi audio dataset with corresponding transcriptions, designed for speech recognition and transcription tasks.

License: CC-BY-NC-SA-4.0

Locale: hin

Task: ASR

Format: OGG , SRT

Size: 63.03 MB

All Datasets

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Hindi 10 Million Text Corpus

Hindi Literature & News Corpus

Associated Press Pakistan 10.4 Million Saraiki Corpus

Balochi Academy Text Corpus

Saraiki-English Parallel Corpus

Punjabi Literature Corpus

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

Hussain Faizy Indus Kohistani Corpus

Marathi Blog & Literature Corpus

🚧 Khowar-English Parallel Corpus 🚧

The Daily Jugantor Bengali Language Corpus

Sindhi Corpus

Multilingual Religious Parallel Corpus (Kaleem Art Press)

Kaler Kantho Bengali Newspaper Corpus

Baloch Publishers Saraiki Literature Corpus

Sylheti Text Corpus by Haque Publishers

Talar (تلار) Barahui Magazine Corpus

Associated Press Pakistan 74.4 Million Urdu Corpus

Kanuri Books Corpus

Prothom Alo Bengali Newspaper Corpus

Mediamen Punjabi Literature Corpus

🚧 Hazargi-English Parallel Text Corpus 🚧

Common Voice Scripted Speech 26.0 - Hindi

Multispeaker Hindi ASR Dataset