Datasets:

InfoBayAI
/

Malayalam-Non-STEM-Educational-Text-Corpus

file_name stringclasses 9 values	page_number int64 1 299	line_number int64 1 136	subject stringclasses 1 value	source_type stringclasses 1 value	text stringlengths 1 151
History of Kerala Culture.pdf	1	1	STEM	textbook	tIcfkwk-vImcNcn{Xw
History of Kerala Culture.pdf	2	1	STEM	textbook	tIcfkwk-vImcNcn{Xw
History of Kerala Culture.pdf	3	1	STEM	textbook	മുഖവുര
History of Kerala Culture.pdf	3	4	STEM	textbook	കേരളത്തിന്റെ സമ്പന്നമായ സാാംസ്കാരിേ പൈതൃേവ ാം ചരിത്തൈരമായ
History of Kerala Culture.pdf	3	5	STEM	textbook	വളർച്ചയ ാം സമത്രമായി അവതരിപ്പിക്ക ന്ന ഒര ത്ൈാധാനയമ ള്ള ത്രന്ഥമാണ്
History of Kerala Culture.pdf	3	6	STEM	textbook	ഇത്. വിവിധ ോലഘട്ടങ്ങളിലൂറെ കേരളാം എങ്ങറന രൂൈാം
History of Kerala Culture.pdf	3	7	STEM	textbook	റോണ്ട റവന്നത ാം സാമൂഹിേ, മതൈര, സാമ്പത്തിേ, സാാംസ്കാരിേ
History of Kerala Culture.pdf	3	8	STEM	textbook	ഘെേങ്ങൾ അതിൽ എങ്ങറന സവാധീനാം റചല ത്തിറയന്നത ാം ഈ
History of Kerala Culture.pdf	3	9	STEM	textbook	ൈ സ്തോം വിശദീേരിക്ക ന്ന . ൈ രാതനോലാം മ തൽ ആധ നിേോലാം
History of Kerala Culture.pdf	3	10	STEM	textbook	വറര കേരളത്തിന്റെ ജീവിതരീതിേൾ, േലാസാഹിതയങ്ങൾ,
History of Kerala Culture.pdf	3	11	STEM	textbook	ആചാരങ്ങൾ എന്നിവറയക്ക െിച്ച ള്ള സമത്രമായ അവക ാധാം
History of Kerala Culture.pdf	3	12	STEM	textbook	നൽേ ന്ന . വിദയാർത്ഥിേൾക്ക ാം രകവഷേർക്ക ാം റൈാത വായ
History of Kerala Culture.pdf	3	13	STEM	textbook	വായനക്കാർക്ക ാം ഒര കൈാറല ഉൈോരത്ൈദമായ ഈ ത്രന്ഥാം
History of Kerala Culture.pdf	3	14	STEM	textbook	കേരളത്തിന്റെ സാംസ്കാരചരിത്തറത്ത മനസ്സിലാക്കാൻ സഹായേരമാണ്.
History of Kerala Culture.pdf	4	1	STEM	textbook	BLOCK-01
History of Kerala Culture.pdf	4	2	STEM	textbook	{-]-mN-o\ Xa-ngI-w-,{-]-mN-o\ t-Icf-w
History of Kerala Culture.pdf	4	3	STEM	textbook	Unit 1
History of Kerala Culture.pdf	4	4	STEM	textbook	t-I-c-f-N-c-n-{-X-h-n-Ú-m-\-o-b-w: k-m-a-m-\-y-m-h-t-e-m-I-\-w
History of Kerala Culture.pdf	4	5	STEM	textbook	Unit 2
History of Kerala Culture.pdf	4	6	STEM	textbook	k-w-L-I-m-ew
History of Kerala Culture.pdf	4	7	STEM	textbook	Unit 3
History of Kerala Culture.pdf	4	8	STEM	textbook	_-p-²-þ-s-s-P-\þ-BcyaX§Ä
History of Kerala Culture.pdf	4	9	STEM	textbook	Unit 4
History of Kerala Culture.pdf	4	10	STEM	textbook	c-ï-m-w t-N-c-k-m-{-a-m-P-y-w
History of Kerala Culture.pdf	4	11	STEM	textbook	BLOCK-02
History of Kerala Culture.pdf	4	12	STEM	textbook	\-m-S-p-h-m-g-n-¯-w-, ]-m-Ý-m-X-y-m-K-a-\-w
History of Kerala Culture.pdf	4	13	STEM	textbook	Unit 1
History of Kerala Culture.pdf	4	14	STEM	textbook	a-[-y-I-m-e t-I-c-f-w; \-m-S-p-h-m-g-n-¯-w
History of Kerala Culture.pdf	4	15	STEM	textbook	Unit 2
History of Kerala Culture.pdf	4	16	STEM	textbook	P-·-n-¯-w, P-m-X-nh-y-h-Ø-
History of Kerala Culture.pdf	4	17	STEM	textbook	Unit 3
History of Kerala Culture.pdf	4	18	STEM	textbook	`-à-n{-]-Ø-m-\ w-
History of Kerala Culture.pdf	4	19	STEM	textbook	Unit 4
History of Kerala Culture.pdf	4	20	STEM	textbook	t-]-mÀ-¨-p-K-o-k-p-I-m-c-p-s-S h-c-h-v
History of Kerala Culture.pdf	4	22	STEM	textbook	BLOCK-03
History of Kerala Culture.pdf	4	23	STEM	textbook	A[-n\-nt-hi-w-, B[-p\-nI-oIcW-w-, \t-h-m°-m\-w
History of Kerala Culture.pdf	4	24	STEM	textbook	Unit 1
History of Kerala Culture.pdf	4	25	STEM	textbook	s-s-h-t-Z-i-n-I-m-[-n-]-X-y-w
History of Kerala Culture.pdf	4	26	STEM	textbook	Unit 2
History of Kerala Culture.pdf	4	27	STEM	textbook	a-njWd-n {-]hÀ¯\§fpw \thm°m\ {]Øm\§fpw
History of Kerala Culture.pdf	4	28	STEM	textbook	Unit 3
History of Kerala Culture.pdf	4	29	STEM	textbook	\-t-h-m-°-m-\-\-mbIÀ
History of Kerala Culture.pdf	4	30	STEM	textbook	Unit 4
History of Kerala Culture.pdf	4	31	STEM	textbook	\thm°m\m\´c {]Øm\§Ä
History of Kerala Culture.pdf	4	32	STEM	textbook	BLOCK-04
History of Kerala Culture.pdf	4	33	STEM	textbook	t-Z-i-o-b-{-]-Ø-m-\-w-,t-I-c-f a-m-X-r-I, B-t-K-m-f-o-I-c-W-w
History of Kerala Culture.pdf	4	34	STEM	textbook	Unit 1
History of Kerala Culture.pdf	4	35	STEM	textbook	t-Z-i-o-b{-]-Ø-m-\-w, J-n-e-m-^-¯-v{-]-Ø-m-\-w, \-n-hÀ-¯-\{-]-t-£-m-`-w
History of Kerala Culture.pdf	4	36	STEM	textbook	Unit 2
History of Kerala Culture.pdf	4	37	STEM	textbook	sFIytIcf{]-Øm\w tIc-f kwØm\-cq]oIcWw
History of Kerala Culture.pdf	4	38	STEM	textbook	Unit 3
History of Kerala Culture.pdf	4	39	STEM	textbook	tIcf a{´nk` `q]cnjvIcW \nbaw, KÄ^v IpSntbäw
History of Kerala Culture.pdf	4	40	STEM	textbook	Unit 4
History of Kerala Culture.pdf	4	41	STEM	textbook	tI-cfwþCcp]s¯m¶mw \qämï v
History of Kerala Culture.pdf	4	42	STEM	textbook	01-85
History of Kerala Culture.pdf	4	43	STEM	textbook	86-150
History of Kerala Culture.pdf	4	44	STEM	textbook	151-206
History of Kerala Culture.pdf	4	45	STEM	textbook	207-276
History of Kerala Culture.pdf	4	46	STEM	textbook	DÅ-S¡w
History of Kerala Culture.pdf	5	2	STEM	textbook	t-I-c-f-N-c-n-{-X-h-n-Ú-m-\-o-b-w:
History of Kerala Culture.pdf	5	3	STEM	textbook	k-m-a-m-\-y-m-h-t-e-m-I-\-w
History of Kerala Culture.pdf	5	4	STEM	textbook	Unit 1
History of Kerala Culture.pdf	5	5	STEM	textbook	Learning Outcomes
History of Kerala Culture.pdf	5	6	STEM	textbook	Background
History of Kerala Culture.pdf	5	8	STEM	textbook	f t-I-c-fN-c-n-{-X-c-N-\-b-n-s-e D-]-m-Z-m-\-k-m-a-{-K-n-I-s-f¡-p-d-n-¨-v A-d-n-h-v e-`-n-¡-p-¶-p
History of Kerala Culture.pdf	5	10	STEM	textbook	f h-n-t-Z-i-n-I-f-p-s-S I-p-d-n-¸-p-IÄ t-I-c-f-N-c-n-{-X-c-N-\-s-b k-l-m-b-n-¨-s-X-§-s-\-s-b-¶-v
History of Kerala Culture.pdf	5	11	STEM	textbook	a\Êne-m-¡-p-¶-p
History of Kerala Culture.pdf	5	13	STEM	textbook	f i-m-k-\-§-f-n-s-e N-c-n-{-X-]-c-m-aÀ-i-§-s-f-¡-p-d-n--¨-v [-m-c-W t-\-S-p-¶-p
History of Kerala Culture.pdf	5	15	STEM	textbook	f t-I-c-f-¯-n-s-â k-h-n-t-i-j-a-m-b `-q-{-]-I-r-X-n-s-b-¡-p-d-n-¨-v A-d-n-h-v t-\-S-p-¶-p
History of Kerala Culture.pdf	5	16	STEM	textbook	k-m-w-k--v-I-m-c-n-I s-s-h-h-n-[-y-§-f-p-s-S \-m-S-m-W-v t-I-c-f-w. h-y-X-y-k-v-X- P-\-h-n-`-m-K-§-f-p-w {-]-m-t-Z-i-n-
History of Kerala Culture.pdf	5	17	STEM	textbook	Ik-w-k--v-I-r-X-n-I-f-p-w-, a-X-§-f-p-w-, `-m-j-m-t-`-Z-§-f-p-w I-q-S-n-t-¨À-¶-p-ï-m-I-p-¶ s-s-h-h-n-[-y-m-ß-I-a-m-b
History of Kerala Culture.pdf	5	18	STEM	textbook	k-a-{-K-X-b-m-W-v t-I-c-f-k-w-k-v-Im-c-w. A-[-n-I-m-c-h-p-w k-¼-¯-p-w s-s-I-¿-m-f-p-¶ H-c-p \-y-q-\-]-£-
History of Kerala Culture.pdf	5	19	STEM	textbook	¯-n-s-â N-n-´-I-f-p-w k-¦-e-v-]-§-f-p-a-m-I-p-w k-w-k--v-I-m-c-w F-¶ t-]-c-nÂ _-l-p-`-q-c-n-]-£-¯-n-s-â
History of Kerala Culture.pdf	5	20	STEM	textbook	t-aÂ A-S-n-t-¨Â-¸-n-¡-s-¸-S-p-¶-X-v. a-X-]-c-a-m-b-p-w k-m-a-q-l-n-I-a-m-b-p-w {-]-m-t-Z-i-n-I-a-m-b-p-w h-y-X-y-k-v-
History of Kerala Culture.pdf	5	21	STEM	textbook	X-a-m-b k-w-k-v-I-m-c§Ä ]-p-eÀ-¯-p-¶-h-c-m-b-n-c-p-¶-p t-I-c-f-o-bÀ. I-e-b-p-w k-m-l-n-X-y-h-p-w H-m-t-c-m
History of Kerala Culture.pdf	5	22	STEM	textbook	h-n-`-m-K-¯-n-\--p-w khntijambn D-ï-m-b-n-c-p-¶-p. I-q-¯-v-, I-q-S-n-b-m-«-w-, I-Y-I-f-n X-p-S-§-n-b I-e-IÄ
History of Kerala Culture.pdf	5	23	STEM	textbook	t-£-{-X-§-f-p-a-m-b-n _-Ô-s-¸-«-v h-n-I-k-n-¨-t-¸-mÄ t-£-{-X-{-]-t-h-i-\-w \-n-t-j-[-n-¡-s-¸-« a-s-ä-m-c-p h-n-
History of Kerala Culture.pdf	5	24	STEM	textbook	`-m-K-w \-m-S³-]-m-«-p-IÄ-, s-X-¿-w-, X-n-d X-p-S-§-n-b I-e-I-f-ne-q-s-S a-p-t-¶-m-«-p \-o-§-n. {-Z-m-h-n-U-þ-X-a-n-g-v
History of Kerala Culture.pdf	5	25	STEM	textbook	]-m-c-¼-c-y-¯-nÂ P-o-h-n-¨-n-c-p-¶ t-I-c-f-o-bÀ B-c-y-m-[-n-\-n-t-h-i-¯-n-s-â-b-p-w {-_-m-Ò-W B-[-n-]-X-y-
History of Kerala Culture.pdf	5	26	STEM	textbook	¯-n-s-â-b-p-w C-c-I-f-m-b-n a-m-d-n. t-I-c-f-P-\-X-b-p-s-S P-o-h-n-X-c-o-X-nb-nepï-m-b a-m-ä-w I-e-m-k-m-l-n-X-y-
History of Kerala Culture.pdf	5	27	STEM	textbook	c-w-K-¯-p-w {-]-X-n-^-e-n-¨-p.
History of Kerala Culture.pdf	5	28	STEM	textbook	t-I-c-f-¯-n-s-â N-c-n-{-X-m-X-o-X-I-m-e-s-¯-¡-p-d-n-¨-v h-y-à-a-m-b A-d-n-s-h-m-¶-p-w e-`-n-¨-n-«-n-Ã. a-l-m-
History of Kerala Culture.pdf	5	29	STEM	textbook	i-n-e-m-k-w-k--v-I-m-c-¯-n-s-â A-h-i-n-ã-§Ä t-I-c-f-¯-n-s-â ]-e `-m-K-¯-p \-n-¶-p-w e-`-n-¨-n-«-p-ï-v. `-m-c-
History of Kerala Culture.pdf	5	30	STEM	textbook	X-o-b C-X-n-l-m-kI-mh-y-§-f-m-b c-m-a-m-b-W-¯-n-e-p-w a-l-m-`-m-c-X-¯-n-e-p-w t-I-c-f-t-Z-i-s-¯-¡-p-d-n-¨-v
History of Kerala Culture.pdf	5	31	STEM	textbook	]-c-m-aÀ-i-a-p-ï-v. _-n. k-n. F-«-m-w \-q-ä-m-ï-nÂ c-N-n-¡-s-¸-«-p F-¶-v h-n-i-z-k-n-¡-p-¶ "c-m-a-m-b-W'¯-n-
History of Kerala Culture.pdf	5	32	STEM	textbook	s-e I-n-j-v-I-n-Ô-m-I-m-Þ-¯-nÂ (41--þmwkÀ¤w)tIcfs¯¸än]cmaÀiapïv.alm`mcX¯nÂ
History of Kerala Culture.pdf	5	33	STEM	textbook	`-m-c-X-`-q-a-n-b-p-s-S s-X-t-¡ A-ä-¯-p-Å c-m-P-y-§-s-f-¸-ä-n ]-c-m-aÀ-i-n-¡-p-t-¼-mÄ {-Z-m-h-n-U-w-, t-I-c-f-w-,
History of Kerala Culture.pdf	5	34	STEM	textbook	IÀ-®-m-S-I-w X-p-S-§-n-b t-]-c-p-IÄ h-c-p-¶-p. I-q-S-m-s-X I-u-S-n-e-y-s-â "AÀ-°-i-m-k-v-{-X-'¯-nÂ (_-n.
History of Kerala Culture.pdf	5	35	STEM	textbook	kn.\memwiXIw)tIcf¯nseNqÀWn(s]cnbmÀ)\Znsb¡pdn¨v]dbp¶pïv.alm
History of Kerala Culture.pdf	5	36	STEM	textbook	I-h-n I-m-f-n-Z-m-k-s-â c-L-p-h-w-i-¯-n-e-p-w t-I-c-f-s-¯-¡-p-d-n-¨-p-Å hÀ®\-b-p-ï-v. Z-£-n-t-W-´-y³
History of Kerala Culture.pdf	5	37	STEM	textbook	N-c-n-{-X-¯-nÂ h-f-s-c {-]-[-m-\-s-¸-« H-c-p I-m-e-L-«-a-m-b-n-c-p-¶-p k-w-L-I-m-e-w. C-¡-m-e-¯-v t-I-c-f-
History of Kerala Culture.pdf	5	38	STEM	textbook	h-p-w X-a-n-g-v-\-m-S-p-w H-¶-m-b-n-c-p-¶-p. A-¶-v X-a-n-g-v P-\-X-b-p-w t-I-c-f-o-b-c-p-a-m-b-n t-hÀ-X-n-c-n-h-n-Ã-m-X-n-c-p-
History of Kerala Culture.pdf	5	39	STEM	textbook	¶-X-n-\-mÂ C-h-c-p-s-S kw-kv--Im-c¯-n-e-p-w C-u C-g-b-S-p-¸-w {-]-X-n-^-e-n-¨-n-c-p-¶-p. k-w-L-I-m-e-s-¯
History of Kerala Culture.pdf	5	40	STEM	textbook	X-a-n-g-v k-m-l-n-X-y-I-r-X-n-IÄ tIcfNcn-{Xs¯ kw_-Ôn¨v {][m\s¸«XmWv-v. k-w-L-I-m-e-L-
History of Kerala Culture.pdf	5	41	STEM	textbook	«-¯-nÂ {-]-t-Z-i-§-s-f `-q-a-n-i-m-k-v-{-X-]-c-a-m-b-n h-n-h-n-[ t-a-J-e-I-f-m-b-n X-n-c-n-¨-n-c-p-¶-p. C-u {-]-t-Z-i-
History of Kerala Culture.pdf	5	42	STEM	textbook	§Ä s-]-m-X-p-t-h "X-n-W-IÄ' F-¶-d-n-b-s-¸-«-n-c-p-¶-p.
History of Kerala Culture.pdf	5	43	STEM	textbook	1
History of Kerala Culture.pdf	6	1	STEM	textbook	Discussion
History of Kerala Culture.pdf	6	2	STEM	textbook	Keywords
History of Kerala Culture.pdf	6	3	STEM	textbook	{-]-m-N-o-\-I-m-e-¯-v X-s-¶ t-I-c-f-w H-«-\-h-[-n a-X-§-f-p-s-S k-w-K-a-`-q-a-n-b-m-b-n-c-p-¶-p. `-m-c-X-o-

End of preview. Expand in Data Studio

Dataset Description:

This dataset is a large-scale collection of Malayalam Non-STEM textbook data, containing 149 books and 5.60 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 Malayalam.

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: 149
-words: 5.60 m
-Modality: Malayalam
-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 Malayalam
-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

Downloads last month: 60

Collection including InfoBayAI/Malayalam-Non-STEM-Educational-Text-Corpus

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 5 days ago • 1