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
Datasets:
file_name stringclasses 4
values | page_number int64 3 249 | line_number int64 1 123 | subject stringclasses 1
value | source_type stringclasses 1
value | text stringlengths 1 129 |
|---|---|---|---|---|---|
Agricultural Management and Journalism.pdf | 3 | 1 | STEM | textbook | कृषी व्यवस्थापन आणि पत्रकारिता हे पुस्तक कृषी क्षेत्रातील संज्ञापन प्रणिया, त्याचे महत्त्व |
Agricultural Management and Journalism.pdf | 3 | 2 | STEM | textbook | आणि व्यवहािातील उपयोग समजावून सांगण्यासाठी तयाि किण्यात आले आहे. या ग्रंथात |
Agricultural Management and Journalism.pdf | 3 | 3 | STEM | textbook | कृणष-संज्ञापनाची मूलभूत तत्त्वे, णवणवध संज्ञापन प्रणतमाने आणि संज्ञापन प्रणिया यांचा |
Agricultural Management and Journalism.pdf | 3 | 4 | STEM | textbook | सणवस्ति आढावा णिला आहे. वैयणिक, गट आणि समूह संज्ञापनाच्या णवणवध प्रकािांची |
Agricultural Management and Journalism.pdf | 3 | 5 | STEM | textbook | माणहती िेत आधुणनक काळातील संगिक आणि इलेक्ट्रॉणनक संज्ञापनाचे महत्त्व स्पष्ट केले |
Agricultural Management and Journalism.pdf | 3 | 6 | STEM | textbook | आहे. कृणषवाङ्मय, नवाचािांचे संज्ञापन आणि संज्ञापनातील समस्या यांविही सखोल चचाा |
Agricultural Management and Journalism.pdf | 3 | 7 | STEM | textbook | किण्यात आली आहे. हे पुस्तक णवद्यार्थयाांना कृषी व्यवस्थापनातील संज्ञापनाचे प्रभावी तंत्र |
Agricultural Management and Journalism.pdf | 3 | 8 | STEM | textbook | समजून घेण्यासाठी मित किते. तसेच कृषी पत्रकारिता आणि माणहती प्रसाि क्षेत्रात काया |
Agricultural Management and Journalism.pdf | 3 | 9 | STEM | textbook | कििाऱयांसाठी हे उपयुि मागािर्ाक ठिेल. |
Agricultural Management and Journalism.pdf | 3 | 10 | STEM | textbook | प्रस्तावना |
Agricultural Management and Journalism.pdf | 4 | 1 | STEM | textbook | KQ>H$ 1 |
Agricultural Management and Journalism.pdf | 4 | 2 | STEM | textbook | … H¥${f-g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 3 | STEM | textbook | KQ>H$ 2 |
Agricultural Management and Journalism.pdf | 4 | 4 | STEM | textbook | … g§kmnZ à{V_mZo |
Agricultural Management and Journalism.pdf | 4 | 5 | STEM | textbook | KQ>H$ 3 |
Agricultural Management and Journalism.pdf | 4 | 6 | STEM | textbook | … H¥${f-g§kmnZà{H«$`m |
Agricultural Management and Journalism.pdf | 4 | 7 | STEM | textbook | KQ>H$ 4 |
Agricultural Management and Journalism.pdf | 4 | 8 | STEM | textbook | … d¡`pŠVH$ g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 9 | STEM | textbook | KQ>H$ 5 |
Agricultural Management and Journalism.pdf | 4 | 10 | STEM | textbook | … JQ>-g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 11 | STEM | textbook | KQ>H$ 6 |
Agricultural Management and Journalism.pdf | 4 | 12 | STEM | textbook | … g_yh-g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 13 | STEM | textbook | KQ>H$ 7 |
Agricultural Management and Journalism.pdf | 4 | 14 | STEM | textbook | … g§JUH$ Am{U BboŠQ´>m°{ZH$ g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 15 | STEM | textbook | KQ>H$ 8 |
Agricultural Management and Journalism.pdf | 4 | 16 | STEM | textbook | … H¥${fdmL²>_` |
Agricultural Management and Journalism.pdf | 4 | 17 | STEM | textbook | KQ>H$ 9 |
Agricultural Management and Journalism.pdf | 4 | 18 | STEM | textbook | … ZdmMmam§Mo g§kmnZ |
Agricultural Management and Journalism.pdf | 4 | 19 | STEM | textbook | KQ>H$ 10 … g§kmnZ-g_ñ`m |
Agricultural Management and Journalism.pdf | 4 | 20 | STEM | textbook | AZwH«$_{UH$m |
Agricultural Management and Journalism.pdf | 4 | 21 | STEM | textbook | 01 |
Agricultural Management and Journalism.pdf | 4 | 22 | STEM | textbook | 16 |
Agricultural Management and Journalism.pdf | 4 | 23 | STEM | textbook | 23 |
Agricultural Management and Journalism.pdf | 4 | 24 | STEM | textbook | 37 |
Agricultural Management and Journalism.pdf | 4 | 25 | STEM | textbook | 45 |
Agricultural Management and Journalism.pdf | 4 | 26 | STEM | textbook | 54 |
Agricultural Management and Journalism.pdf | 4 | 27 | STEM | textbook | 64 |
Agricultural Management and Journalism.pdf | 4 | 28 | STEM | textbook | 74 |
Agricultural Management and Journalism.pdf | 4 | 29 | STEM | textbook | 81 |
Agricultural Management and Journalism.pdf | 4 | 30 | STEM | textbook | 91 |
Agricultural Management and Journalism.pdf | 5 | 1 | STEM | textbook | KQ>H$ 1 … H¥${f-g§kmnZ |
Agricultural Management and Journalism.pdf | 5 | 2 | STEM | textbook | AZwH«$_{UH$m |
Agricultural Management and Journalism.pdf | 5 | 3 | STEM | textbook | 1.1 n«mñVm{dH$ |
Agricultural Management and Journalism.pdf | 5 | 4 | STEM | textbook | 1.2 {df`-{ddoMZ |
Agricultural Management and Journalism.pdf | 5 | 5 | STEM | textbook | 1.2.1 g§kmnZà{H«$`m |
Agricultural Management and Journalism.pdf | 5 | 6 | STEM | textbook | 1.2.2 g§kmnZ … ì`már Am{U _hÎd |
Agricultural Management and Journalism.pdf | 5 | 7 | STEM | textbook | 1.2.3 H¥${f-g§kmnZ … g§H$ënZm Am{U ì`m»`m |
Agricultural Management and Journalism.pdf | 5 | 8 | STEM | textbook | 1.2.4 H¥${f-g§kmnZ … B{Vhmg Am{U gÚ…pñWVr |
Agricultural Management and Journalism.pdf | 5 | 9 | STEM | textbook | 1.2.5 g§kmnZmÀ`m nÕVr |
Agricultural Management and Journalism.pdf | 5 | 10 | STEM | textbook | 1.3 nm[a^m{fH$ eãXmW© |
Agricultural Management and Journalism.pdf | 5 | 11 | STEM | textbook | 1.4 gmam§e |
Agricultural Management and Journalism.pdf | 5 | 12 | STEM | textbook | 1.5 gamdmgmR>r ñdmÜ`m` |
Agricultural Management and Journalism.pdf | 5 | 13 | STEM | textbook | 1.1 àmñVm{dH$ |
Agricultural Management and Journalism.pdf | 5 | 14 | STEM | textbook | _mZdmMm OÝ_mnmgyZ g_mOmVrb BVa ì`ŠVr¨er g§~§Y `oV AgVmo. àW_ Vmo IwUoZo Amnbo |
Agricultural Management and Journalism.pdf | 5 | 15 | STEM | textbook | {dMma ì`ŠV H$aVmo. Ë`mZ§Va g_mOmÀ`m ~mobr^mfoVyZ BVam§er ~moby bmJVmo. {ejUmÛmao Vmo |
Agricultural Management and Journalism.pdf | 5 | 16 | STEM | textbook | Amnbo {dMma {bhÿZ BVam§er g§nH©$ gmYVmo. EImXr ì`ŠVr qH$dm g_yh Oa Xya Agob Va Vmo |
Agricultural Management and Journalism.pdf | 5 | 17 | STEM | textbook | nÌmÛmao, \$moZÛmao Amnbo {dMma g§dmXê$nmZo _m§S>Vmo. ho H$aV AgVmZm Ë`mbm Xwgè`m ì`ŠVrH$Sy>Zhr |
Agricultural Management and Journalism.pdf | 5 | 18 | STEM | textbook | à{VgmX {_iV AgVmo. Aem àH$mao eãXê$nmV qH$dm {b{IV ê$nmV Vmo Amnbr _Zmo^mdZm |
Agricultural Management and Journalism.pdf | 5 | 19 | STEM | textbook | ì`ŠV H$aVmo. `mV hgUo, aS>Uo qH$dm empãXH$ ê$nm§Mm g_mdoe hmoVmo. àW_V… Amnbo {dMma |
Agricultural Management and Journalism.pdf | 5 | 20 | STEM | textbook | qH$dm ^mdZm Vmo OdiÀ`m ZmVodmB©H$m§Zm, {_Ìm§Zm, eoOmè`m§Zm qH$dm Ë`mÀ`m g§nH$m©V `oUmè`m |
Agricultural Management and Journalism.pdf | 5 | 21 | STEM | textbook | ì`ŠVtOdi gmXa H$aVmo. H$mhr doiog Amnë`m A_yë` Aem ~mobÊ`mZo, {b{hÊ`mZo qH$dm |
Agricultural Management and Journalism.pdf | 5 | 22 | STEM | textbook | H$m`m©Ûmao Vmo Xwgè`mda à^md nmS>Vmo. EH$m ì`ŠVrÀ`m BVa ì`ŠVr¨er g§dmX gmYÊ`mÀ`m à{H«$`obm |
Agricultural Management and Journalism.pdf | 5 | 23 | STEM | textbook | g§kmnZ qH$dm g§XoedhZ Ago åhUVm `oB©b. g§kmnZmÛmao _mZd Amnë`m ^modVmbr Mm§Jbo qH$dm |
Agricultural Management and Journalism.pdf | 5 | 24 | STEM | textbook | dmB©Q> dmVmdaU {Z_m©U H$arV AgVmo. g§kmnZmÛmao Amnbo {dMma ì`ŠV H$aÊ`mg Or Hw$ebVm |
Agricultural Management and Journalism.pdf | 5 | 25 | STEM | textbook | bmJVo Vr A§Jr ~miJUo Amdí`H$ Amho. hr {H«$`m Z¡g{J©H$ d gmYr Agbr Va Vr OmñV |
Agricultural Management and Journalism.pdf | 5 | 26 | STEM | textbook | 1 |
Agricultural Management and Journalism.pdf | 6 | 1 | STEM | textbook | n[aUm_H$maH$ R>aVo. g§kmnZà{H«$`obm AZoH$ A§Jo AgyZ Ë`mV KQ>H$, H$m`©, VÎdo dJ¡a|Mm g_mdoe |
Agricultural Management and Journalism.pdf | 6 | 2 | STEM | textbook | hmoVmo. |
Agricultural Management and Journalism.pdf | 6 | 3 | STEM | textbook | `m KQ>H$mÀ`m Aä`mgmZ§Va Amnë`mbm g§kmnZ, H¥${f-g§kmnZ, g§H$ënZm Am{U |
Agricultural Management and Journalism.pdf | 6 | 4 | STEM | textbook | ì`m»`m, B{Vhmg Am{U gÚ…pñWVr, g§kmnZmÀ`m nÕVr `m gdmª{df`r _m{hVr {_iob. |
Agricultural Management and Journalism.pdf | 6 | 5 | STEM | textbook | 1.2 {df`-{ddoMZ |
Agricultural Management and Journalism.pdf | 6 | 6 | STEM | textbook | 1.2.1 g§kmnZà{H«$`m |
Agricultural Management and Journalism.pdf | 6 | 7 | STEM | textbook | g§kmnZmMo hoVy gmÜ` H$aÊ`mgmR>r EHy$U g_O H$ê$Z XoUo d KoUo hr {H«$`m g§XoemÛmao nwar |
Agricultural Management and Journalism.pdf | 6 | 8 | STEM | textbook | Ho$br OmVo. Vr Ë`m g§kmnZmMm dmna H$ê$ZM hmo`. g§kmnZmÀ`m `m à{H«$`oV g§XoedhZmMm g_mdoe |
Agricultural Management and Journalism.pdf | 6 | 9 | STEM | textbook | hmoVmo. Vmo ì`ŠV hmoVmZm AJa H$aVmZm g§kmnZmMo hoVy _mÌ gmÜ` hmoUo JaOoMo Amho. dmñV{dH$ |
Agricultural Management and Journalism.pdf | 6 | 10 | STEM | textbook | g§kmnZ qH$dm g§XoedhZ hr à{H«$`m _ybV… gm_y[hH$ AgVo. {Vbm b°{Q>Z ^mfoV "H$å`wZ' hm eãX |
Agricultural Management and Journalism.pdf | 6 | 11 | STEM | textbook | dmnabobm Amho. hr g_OyZ KoÊ`m-XoÊ`mMr à{H«$`m AgVo. Vr _mZdmÀ`m ~mobÊ`mVyZ, ^mdZoVyZ, |
Agricultural Management and Journalism.pdf | 6 | 12 | STEM | textbook | {dMmamVyZ eãXm§Ûmao, n[a_mUHo$ VgoM JmÊ`m-dmÚm§Ûmao nyU© hmoVo. |
Agricultural Management and Journalism.pdf | 6 | 13 | STEM | textbook | 1.2.2 g§kmnZ … ì`már Am{U _hÎd |
Agricultural Management and Journalism.pdf | 6 | 14 | STEM | textbook | (1) g§kmnZmMr ì`már |
Agricultural Management and Journalism.pdf | 6 | 15 | STEM | textbook | g§kmnZmÀ`m ì`már_Ü`o AZoH$ _wÔo gm_mdbobo AmhoV. Vo ~hþXm H$m`m©Ûmao ì`ŠV Ho$bo OmVmV. |
Agricultural Management and Journalism.pdf | 6 | 16 | STEM | textbook | g§kmnZm_Ü`o nwT>rb H$m`mªMm g_mdoe Pmbobm Amho. |
Agricultural Management and Journalism.pdf | 6 | 17 | STEM | textbook | (A) _m{hVroMo H$m`© … _mZd hm n[apñWVrer OwidyZ KoVmo Am{U {VMo J«hU H$aVmo. |
Agricultural Management and Journalism.pdf | 6 | 18 | STEM | textbook | `mgmR>r Ë`mg n[apñWVr~m~V _m{hVr AgUo JaOoMo Amho. H$maU Ë`mV Vmo dmJV AgVmo. g§kmnZ |
Agricultural Management and Journalism.pdf | 6 | 19 | STEM | textbook | Ë`mg _m{hVr {_idyZ XoÊ`mg _XV H$aV AgVo. |
Agricultural Management and Journalism.pdf | 6 | 20 | STEM | textbook | (Am) ~moYna H$m`© … ho g§kmnZmMo H$m`© ~hþXm aMZmË_H$ g§ñWm§_Ü`o {ZarjUmg `oVo. `m |
Agricultural Management and Journalism.pdf | 6 | 21 | STEM | textbook | aMZmË_H$ g§ñWo_Ü`o {ZarjH$mg g§ñWoMm hoVy gmÜ` H$amd`mMm AgVmo. `mgmR>r Vmo ~moYna g§Xoe |
Agricultural Management and Journalism.pdf | 6 | 22 | STEM | textbook | XoV AgVmo. Ë`m_wio OoUoH$ê$Z Ë`mÀ`m hmVmImbMo bmoH$ Ë`m gyMZm g_OyZ KoVrb Am{U |
Agricultural Management and Journalism.pdf | 6 | 23 | STEM | textbook | Ë`mà_mUo Vo H$m`© H$aVrb. `m_Ü`o g§kmnZmMm n[aUm_ {ZarjH$m_Ü`o AgUo _hÎdmMo Amho. |
Agricultural Management and Journalism.pdf | 6 | 24 | STEM | textbook | H$maU Ë`mbm ~moYna g§Xoem§Mo H$m`© H$amd`mMo AgVo. na§Vw Hw$Qw>§~, g_mO `m§gma»`m AZm¡nMm[aH$ |
Agricultural Management and Journalism.pdf | 6 | 25 | STEM | textbook | g§ñWm§_Ü`o ho ~moYna g§kmnZmMo H$m`© Mmby Agë`mMo {XgyZ `oVo. |
Agricultural Management and Journalism.pdf | 6 | 26 | STEM | textbook | (B) à^mdmMo H$m`© … ~oabmoÀ`m _Vo, g§kmnZmMm hoVyM _wir bmoH$m§À`mda à^md nmS>Uo hm |
Agricultural Management and Journalism.pdf | 6 | 27 | STEM | textbook | 2 |
Agricultural Management and Journalism.pdf | 7 | 1 | STEM | textbook | Amho. g§kmnZmMo ho H$m`© {ejUmÀ`m Ñï>rZo \$ma _hÎdmMo Amho. `m_Ü`o bmoH$m§da {ejUmMm à^md |
Agricultural Management and Journalism.pdf | 7 | 2 | STEM | textbook | nS>ë`mZo Ë`m§À`m dmJUwH$sda Ano{jV n[aUm_ hmoVmo. Ë`m_wio eoVr{df`H$ ZdmMmam§Mo Vo J«hU |
Agricultural Management and Journalism.pdf | 7 | 3 | STEM | textbook | H$aVmV Am{U Ë`mà_mUo Ë`m§Mo Adb§~Zhr H$aVmV. VmoM à^md Ë`m§À`m Hw$Qw>§~mda Am{U g_mOmda |
Agricultural Management and Journalism.pdf | 7 | 4 | STEM | textbook | {XgyZ `oVmo. |
Agricultural Management and Journalism.pdf | 7 | 5 | STEM | textbook | (B©) EH$mpË_H$ H$m`© … g§kmnZmMo _hÎdmMo H$m`© EH$mË_Vm$ {Z_m©U H$aUo qH$dm Xwamdm |
Agricultural Management and Journalism.pdf | 7 | 6 | STEM | textbook | {ZnQy>Z H$mT>Uo ho hmo`. hr {H«$`m EH$_oH$m§V qH$dm g§ñWoV KS>V AgVo. |
Agricultural Management and Journalism.pdf | 7 | 7 | STEM | textbook | (C) ^mdXeu H$m`© … _Om, Xw…I, gwI, Z¡amí`, amJ, ào_, Am{U BVa ^mdZm ì`ŠV |
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Dataset Description:
This dataset is a large-scale collection of Marathi STEM textbook data, containing 173 books and 7.81 million words, designed to support the development and training of advanced NLP systems and AI models for scientific understanding, problem-solving, and concept learning in Marathi.
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: 173
-words: 7.81 m
-Modality: Marathi
-Type: Educational / STEM
-Data Source: Curated academic textbooks and educational material
-Data Nature: Real-world and curated data
-Content: Scientific concepts, problem-solving questions, answers, and explanations
Key Use Cases
-Named Entity Recognition (NER) in STEM content
-Scientific text summarization and comprehension
-Automated tutoring and educational assistants
-STEM knowledge retrieval systems
-Model evaluation and benchmarking
Value of This Dataset
-Enables learning of STEM subjects in Marathi
-Improves analytical reasoning and problem-solving in AI models
-Supports multilingual and domain-specific NLP systems
-Helps build AI-powered educational platforms
-Enhances accuracy and reliability of LLMs in STEM domains
Basic JSON Schema
{
"file_name": "string",
"page_number": "int64",
"line_number": "int64",
"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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