Academic Textbook Corpora for LLM Training
Collection
Sample of a 2.6+ word textbook corpus across 39K+ books, 5K+ subjects, and 15 languages for LLM training and multilingual knowledge modeling. • 22 items • Updated • 1
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file_name string | page_number int64 | line_number int64 | subject string | source_type string | text string |
|---|---|---|---|---|---|
Mirrors of Indian Society.pdf | 1 | 1 | STEM | textbook | ਭਾਰਿੀਸਮਾਜਦੇਦਰਪਣ |
Mirrors of Indian Society.pdf | 2 | 1 | STEM | textbook | ਭਾਰਿੀਸਮਾਜਦੇਦਰਪਣ |
Mirrors of Indian Society.pdf | 3 | 1 | STEM | textbook | Preface |
Mirrors of Indian Society.pdf | 3 | 2 | STEM | textbook | ਭੂਿਮਕਾ |
Mirrors of Indian Society.pdf | 3 | 3 | STEM | textbook | ਇਹ ਪੁਸਤਕ ਿਵਿਦਆਰਥੀਆਂ ਨੂੰ ਭਾਰਤੀ ਸਮਾਜ ਦੀ ਗੁੰਝਲਦਾਰ ਬਣਤਰ ਅਤੇ ਸਮ ਦੇ ਨਾਲ ਇਸ ਿਵੱਚ ਆ ਰਹੇ ਮਹੱਤਵਪੂਰਨ |
Mirrors of Indian Society.pdf | 3 | 4 | STEM | textbook | ਬਦਲਾਵ ਤ ਜਾਣੂ ਕਰਵਾਉਣ ਲਈ ਿਤਆਰ ਕੀਤੀ ਗਈ ਹੈ । ਇਸ ਦਾ ਮੁੱਖ ਉਦੇ© ਪਾਠਕ ਨੂੰ ਪਿਰਵਾਰ, ਿਵਆਹ, ਜਾਤੀ ਪਣਾਲੀ |
Mirrors of Indian Society.pdf | 3 | 5 | STEM | textbook | ਅਤੇ ਔਰਤ ਦੀ ਸਿਥਤੀ ਵਰਗੇ ਸਮਾਿਜਕ ਪਿਹਲੂਆਂ ਦਾ ਡੂੰਘਾਈ ਨਾਲ ਿਗਆਨ ਪਦਾਨ ਕਰਨਾ ਹੈ । ਪੁਸਤਕ ਿਵੱਚ ਭਾਰਤ ਦੀ |
Mirrors of Indian Society.pdf | 3 | 6 | STEM | textbook | 'ਏਕਤਾ ਅਤੇ ਿਵਿਭੰਨਤਾ' ਦੇ ਸੰਕਲਪ ਨੂੰ ਸਪ©ਟ ਕਰਿਦਆਂ ਸਮਾਿਜਕ ਪਿਰਵਰਤਨ ਦੇ ਵੱਖ-ਵੱਖ ਿਸਧਤ ਅਤੇ ਕਾਰਕ ਨੂੰ ਬਹੁਤ |
Mirrors of Indian Society.pdf | 3 | 7 | STEM | textbook | ਹੀ ਸਰਲ ਭਾ©ਾ ਿਵੱਚ ਸਮਝਾਇਆ ਿਗਆ ਹੈ । ਇਹ ਰਚਨਾ ਨਾ ਿਸਰਫ਼ ਿਸਧਤਕ ਜਾਣਕਾਰੀ ਿਦੰਦੀ ਹੈ, ਸਗ ਿਵਿਦਆਰਥੀਆਂ ਿਵੱਚ |
Mirrors of Indian Society.pdf | 3 | 8 | STEM | textbook | ਸਮਾਿਜਕ ਹਕੀਕਤ ਦਾ ਿਵ©ਲੇ©ਣ ਕਰਨ ਦੀ ਸਮਰੱਥਾ ਵੀ ਪੈਦਾ ਕਰਦੀ ਹੈ । ਇਹ ਸਮਕਾਲੀ ਭਾਰਤ ਿਵੱਚ ਹੋ ਰਹੀਆਂ |
Mirrors of Indian Society.pdf | 3 | 9 | STEM | textbook | ਤਬਦੀਲੀਆਂ ਨੂੰ ਸਮਝਣ ਲਈ ਇੱਕ ਸਾਰਥਕ ਕੋਿ©© ਹੈ। |
Mirrors of Indian Society.pdf | 4 | 6 | STEM | textbook | fJekJh1L |
Mirrors of Indian Society.pdf | 4 | 7 | STEM | textbook | Gkosh ;wki |
Mirrors of Indian Society.pdf | 4 | 8 | STEM | textbook | fJekJh^2L Gkosh ;wki d/ wj~stg{oD s~s |
Mirrors of Indian Society.pdf | 4 | 9 | STEM | textbook | fJekJh3L ftnkj |
Mirrors of Indian Society.pdf | 4 | 10 | STEM | textbook | fJekJh^4L gfotko |
Mirrors of Indian Society.pdf | 4 | 11 | STEM | textbook | fJekJh^5L Bks/dkoh |
Mirrors of Indian Society.pdf | 4 | 12 | STEM | textbook | fJekJh^6L Gkos ft~u iksh ftt;Ek |
Mirrors of Indian Society.pdf | 4 | 13 | STEM | textbook | fJekJh^7L iksh^ftt;Ek dk GftZy ns/ gfotofss gqftoshnK |
Mirrors of Indian Society.pdf | 4 | 14 | STEM | textbook | fJekJh8L iiwkBh ftnt;Ek |
Mirrors of Indian Society.pdf | 4 | 15 | STEM | textbook | fJekJh9L fJ;sqhnK dh gfo;fEsh |
Mirrors of Indian Society.pdf | 4 | 16 | STEM | textbook | fJekJh^10L ;wkfie gfotosD |
Mirrors of Indian Society.pdf | 4 | 17 | STEM | textbook | fJekJh^11L ;wkfie gfotosB d/ f;XKs |
Mirrors of Indian Society.pdf | 4 | 18 | STEM | textbook | fJekJh^12L gfotosD dhnK gqfeqnktK |
Mirrors of Indian Society.pdf | 4 | 19 | STEM | textbook | fJekJh^13L ;wkfie gfotosD d/ ekoe |
Mirrors of Indian Society.pdf | 4 | 20 | STEM | textbook | fJekJh^14L ;wekbhB Gkos ft~u ;wkfie gfotosB |
Mirrors of Indian Society.pdf | 4 | 21 | STEM | textbook | ftPk^t;s{ |
Mirrors of Indian Society.pdf | 4 | 22 | STEM | textbook | 01 |
Mirrors of Indian Society.pdf | 4 | 23 | STEM | textbook | 28 |
Mirrors of Indian Society.pdf | 4 | 24 | STEM | textbook | 44 |
Mirrors of Indian Society.pdf | 4 | 25 | STEM | textbook | 63 |
Mirrors of Indian Society.pdf | 4 | 26 | STEM | textbook | 82 |
Mirrors of Indian Society.pdf | 4 | 27 | STEM | textbook | 94 |
Mirrors of Indian Society.pdf | 4 | 28 | STEM | textbook | 114 |
Mirrors of Indian Society.pdf | 4 | 29 | STEM | textbook | 128 |
Mirrors of Indian Society.pdf | 4 | 30 | STEM | textbook | 137 |
Mirrors of Indian Society.pdf | 4 | 31 | STEM | textbook | 172 |
Mirrors of Indian Society.pdf | 4 | 32 | STEM | textbook | 190 |
Mirrors of Indian Society.pdf | 4 | 33 | STEM | textbook | 199 |
Mirrors of Indian Society.pdf | 4 | 34 | STEM | textbook | 225 |
Mirrors of Indian Society.pdf | 4 | 35 | STEM | textbook | 249 |
Mirrors of Indian Society.pdf | 5 | 6 | STEM | textbook | fJekJh^1L Gkosh ;wki |
Mirrors of Indian Society.pdf | 5 | 7 | STEM | textbook | fJekJh^1L Gkosh ;wki |
Mirrors of Indian Society.pdf | 5 | 8 | STEM | textbook | fJekJh^1L Gkosh ;wki |
Mirrors of Indian Society.pdf | 5 | 9 | STEM | textbook | fJekJh^1L Gkosh ;wki |
Mirrors of Indian Society.pdf | 5 | 10 | STEM | textbook | fJekJh^1L Gkosh ;wki (Indian Society) |
Mirrors of Indian Society.pdf | 5 | 15 | STEM | textbook | ftP/ t;s{ |
Mirrors of Indian Society.pdf | 5 | 16 | STEM | textbook | ftP/ t;s{ |
Mirrors of Indian Society.pdf | 5 | 17 | STEM | textbook | ftP/ t;s{ |
Mirrors of Indian Society.pdf | 5 | 18 | STEM | textbook | ftP/ t;s{ |
Mirrors of Indian Society.pdf | 5 | 19 | STEM | textbook | ftP/ t;s{ (Contents) |
Mirrors of Indian Society.pdf | 5 | 20 | STEM | textbook | T[d/P (Objectives) |
Mirrors of Indian Society.pdf | 5 | 21 | STEM | textbook | ikDekoh (Introduction) |
Mirrors of Indian Society.pdf | 5 | 22 | STEM | textbook | 1H1 |
Mirrors of Indian Society.pdf | 5 | 23 | STEM | textbook | Gkos ft~u J/esk ns/ ftftXsk (Unity and Diversity in India) |
Mirrors of Indian Society.pdf | 5 | 24 | STEM | textbook | 1H2 |
Mirrors of Indian Society.pdf | 5 | 25 | STEM | textbook | Gkosh ;wki dh Xkofwe, GkPkJh, ;z;feqfse ns/ y/soh ftftXsk (Religious, Linguistic, |
Mirrors of Indian Society.pdf | 5 | 26 | STEM | textbook | Cultural and Regional Diversities of Indian Society) |
Mirrors of Indian Society.pdf | 5 | 27 | STEM | textbook | 1H3 |
Mirrors of Indian Society.pdf | 5 | 28 | STEM | textbook | Gkosh ;wki dk T[dGtL ;wkfie ;z;feqfse nk:kw (Evolution of Indian Society- |
Mirrors of Indian Society.pdf | 5 | 29 | STEM | textbook | Socio-Cultural Dimensions) |
Mirrors of Indian Society.pdf | 5 | 30 | STEM | textbook | 1H4 |
Mirrors of Indian Society.pdf | 5 | 31 | STEM | textbook | ;ko nzP (Summary) |
Mirrors of Indian Society.pdf | 5 | 32 | STEM | textbook | 1H5 |
Mirrors of Indian Society.pdf | 5 | 33 | STEM | textbook | Ppde'P (Keywords) |
Mirrors of Indian Society.pdf | 5 | 34 | STEM | textbook | 1H6 |
Mirrors of Indian Society.pdf | 5 | 35 | STEM | textbook | nfGnk;^gqPB (Review Questions) |
Mirrors of Indian Society.pdf | 5 | 36 | STEM | textbook | T[d/P |
Mirrors of Indian Society.pdf | 5 | 37 | STEM | textbook | T[d/P |
Mirrors of Indian Society.pdf | 5 | 38 | STEM | textbook | T[d/P |
Mirrors of Indian Society.pdf | 5 | 39 | STEM | textbook | T[d/P |
Mirrors of Indian Society.pdf | 5 | 40 | STEM | textbook | T[d/P (Objectives) |
Mirrors of Indian Society.pdf | 5 | 41 | STEM | textbook | fJ; fJekJh d/ nfXn?B sØA pknd ftfdnkoEh :Ør jØDr/L |
Mirrors of Indian Society.pdf | 5 | 42 | STEM | textbook | |
Mirrors of Indian Society.pdf | 5 | 43 | STEM | textbook | Gkos ft~u J/esk ns/ ftftXsk dh ftnkfynk eoB ft~u. |
Mirrors of Indian Society.pdf | 5 | 44 | STEM | textbook | |
Mirrors of Indian Society.pdf | 5 | 45 | STEM | textbook | Gkosh ;wki dh Xkofwe, ;z;feqfse ns/ y/soh ftftXsk Bz{ ikDB ft~u. |
Mirrors of Indian Society.pdf | 5 | 46 | STEM | textbook | |
Mirrors of Indian Society.pdf | 5 | 47 | STEM | textbook | Gkosh ;wki dk T[dGtL ;wkfie ns/ ;z;feqfse nk:kw Bz{ ;wMD ft~u. |
Mirrors of Indian Society.pdf | 5 | 48 | STEM | textbook | ikDekoh |
Mirrors of Indian Society.pdf | 5 | 49 | STEM | textbook | ikDekoh |
Mirrors of Indian Society.pdf | 5 | 50 | STEM | textbook | ikDekoh |
Mirrors of Indian Society.pdf | 5 | 51 | STEM | textbook | ikDekoh |
Mirrors of Indian Society.pdf | 5 | 52 | STEM | textbook | ikDekoh (Introduction) |
Mirrors of Indian Society.pdf | 5 | 53 | STEM | textbook | Gkos f;XKs ns/ tk;sfte o{g ft~u fJ~e pj[b ;wki j?. Gkos Bz{ fJ; dh J/esk ns/ ftfGzBsk d[nkok |
Mirrors of Indian Society.pdf | 5 | 54 | STEM | textbook | ;wMDk T[fus j't/rk. ftd/Ph jwfbnK, w[rb ns/ fpqfNP Pk;B s'A pknd th Gkos ft~u ;z;feqshnK, XowK |
Mirrors of Indian Society.pdf | 5 | 55 | STEM | textbook | ns/ GkPktK dk fwPoD ns/ ftfGzB ikshnK ns/ ;w[dktK d/ b'eK d/ ft~u J/esk ns/ ;wo{gsk pDh ojh. |
Mirrors of Indian Society.pdf | 5 | 56 | STEM | textbook | ukj/ fs~yhnK nkofEe ns/ ;wkfie n;wkBsktK B/ ;w ;wkfie ;zpzXK d/ T[do Gkt ft~u o[ektN g?dk ehsh, |
Mirrors of Indian Society.pdf | 5 | 57 | STEM | textbook | fco th okPNoh J/esk ns/ nyzvsk nN[~N pDh ojh. fJ;/ ;fwPoDsk d/ d[nkok Gkos fJ~e nd[~sh guekoh |
Mirrors of Indian Society.pdf | 5 | 58 | STEM | textbook | ;wki pfDnk j'fJnk j?. n;b ft~u Gkos fJ~e nB{mk fdqP^gNb j? fi; dk ;wkBKso ;o{g j'o wjKdhgK |
Mirrors of Indian Society.pdf | 5 | 59 | STEM | textbook | ft~u fdqPNhr'uo BjhA j[zdk j?. |
Mirrors of Indian Society.pdf | 5 | 60 | STEM | textbook | ftd/Ph jwb/, ;z;ko d/ j'o GkrK s'A ngqtk;B, ftfGzB GkPktK, ;z;feqshnK ns/ XowK d/ n;fsst d/ ekoD |
Mirrors of Indian Society.pdf | 5 | 61 | STEM | textbook | Gkosh ;z;feqsh Bk e/tb ;fjPD{ jh j?, pbfe nkgDh ftfPPNsk ns/ fJfsjkf;esk Bz{ ;zi'J/ j'J/ fJ~e nd[~sh |
Mirrors of Indian Society.pdf | 5 | 62 | STEM | textbook | fBozso ns/ ihtzs ;z;feqsh th j?. |
Mirrors of Indian Society.pdf | 5 | 63 | STEM | textbook | fjzd{, p[~X, fJ;bkw, f;~y, i?B ns/ Jh;kJh Xow gqw[~y Xow jB. ;?AefVnK b'e GkPktK s'A fJbktk gzdoK |
Mirrors of Indian Society.pdf | 5 | 64 | STEM | textbook | okPNoh GkPktK jB. ftfGzBsk Bk e/tb gqiksh ;zouBk, Xkofwe ns/ GkPkJh ftG/dK d/ ;zdoG ft~u jh gkJh |
Mirrors of Indian Society.pdf | 5 | 65 | STEM | textbook | iKdh j?, ftfGzBsk ;kBz{ ihtB gqDkbhnK, G{wh ftt;EktK, ;zgsh j;sKsoD ns/ T[ZsokfXeko d/ fB:wK ns/ |
Mirrors of Indian Society.pdf | 5 | 66 | STEM | textbook | iBw, ftnkj ns/ w"s ;zpzXh gqEktK ns/ nkuoDK ft~u th gkJh iKdh j?. nkw s"o s/, Gkos fJ;/ gqeko |
Mirrors of Indian Society.pdf | 5 | 67 | STEM | textbook | dh ftfGzBsk ft~u nB[;oD :'r J/esk dk fJ~e T[dkjoD j?. Gkos B/ fpqfNP Pk;B d/ fto[~X fJ~e ;zrfms |
Mirrors of Indian Society.pdf | 5 | 68 | STEM | textbook | fJekJh d/ o{g ft~u ;zxoP ehsk ;h. |
End of preview.
Dataset Description:
This dataset is a large-scale collection of Punjabi Non-STEM textbook data, containing 270 books and 20.63 million words, designed to support the development and training of advanced NLP systems and AI models for language understanding, reasoning, and general knowledge learning in Punjabi.
Full Dataset Overview This dataset is part of a large-scale multilingual educational corpus containing over 2.6+ billion words across 5,000+ subjects, supported by interwoven images for deeper contextual understanding. It includes 39,000+ books across 15 languages, designed to support the development and training of advanced NLP systems and AI models for multilingual knowledge learning, reasoning, and educational understanding.
Dataset Specification
-Books: 270
-words: 20.63 m
-Modality: Punjabi
-Type: Educational / Non-STEM
-Data Source: Curated academic textbooks and educational material
-Data Nature: Real-world and curated data
-Content: Humanities, social sciences, literature, history, geography, civics, and educational explanations
Key Use Cases
-Named Entity Recognition (NER) in Non-STEM content
-Educational text summarization and comprehension
-Automated tutoring and educational assistants
-Knowledge retrieval systems
-Model evaluation and benchmarking
Value of This Dataset
-Enables learning of Non-STEM subjects in Punjabi
-Improves reasoning and comprehension capabilities in AI models
-Supports multilingual and domain-specific NLP systems
-Helps build AI-powered educational platforms
-Enhances accuracy and reliability of LLMs in Non-STEM domains
Basic JSON Schema
{
"file_name": "string",
"page_number": "integer",
"line_number": "integer",
"subject": "string",
"source_type": "string",
"text": "string"
}
Data Creation
Procured through formal agreements and generated in the ordinary course of business.
Considerations
This dataset is provided for research and educational purposes only. It contains only sample data. For access to the full dataset and enterprise licensing options, please visit our website InfoBay.AI or contact us directly.
-Ph: (91) 8303174762
-Email: datareq@infobay.ai
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