7 extractive question-and-answer pairs built from Mother Tongue Matters: An Empirical Review of Multilingual Education Practices in Tribal Schools of India | JOURNAL OF INDIAN EDUCATION, published by ejournals.ncert.gov.in. Source-evidenced topics include mother tongue-based multilingual education, mtb-mle, tribal schools, foundational literacy, multilingualism, tribal languages, early-grade instruction, teacher training. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. Question types in the export: 4 list, 2 relationship, 1 definition. 7 of the 7 pairs (100.0%) ask explanatory questions; the remaining 0 are factual or table-based questions. 100.00% of rows pass the corpus quality gate.
This dataset features seven question-and-answer pairs extracted from a review of Mother Tongue-Based Multilingual Education (MTB-MLE) practices in tribal schools across India. The review is grounded in the National Education Policy (NEP) 2020 and synthesizes findings from studies conducted between 2013 and 2024. It highlights the benefits of MTB-MLE, such as improved early literacy and student engagement, while identifying challenges like gaps in teacher training, resource availability, and community participation. The dataset also explores the scalability of linguistic inclusivity and the regions covered in the studies.
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# One-time install: pip install desidata
# Set DD_TOKEN in your environment first (create a free token in Profile & settings).
import desidata
df = desidata.load("ejournals-ncert-gov-in-030ae8e229f67971bafb378d12801ca3")
df.head()First 7 of 7 rows
| question | answer | context | answer_start | question_type | knowledge_quality_score | source_document | source_quote | source_page | source_location | confidence | validation_status |
|---|---|---|---|---|---|---|---|---|---|---|---|
| What principles is the review of Mother Tongue-Based Multilingual Education grounded in? | the principles of the National Education Policy (NEP) 2020 | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 203 | definition | 1.000 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. | p[0] | 0.700 | valid | |
| What limits the scalability of linguistic inclusivity in India’s school system? | a lack of sustained political and financial commitment | Further, a lack of sustained political and financial commitment limits scalability. The paper concludes with policy recommendations for strengthening linguistic inclusivity in India’s school system and emphasises the role of contextualised pedagogy in bridging equity gaps. It argues for integrating local knowledge systems into the mainstream curriculum as a step toward culturally responsive education. | 9 | relationship | 0.970 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | Further, a lack of sustained political and financial commitment limits scalability. | p[0] | 0.700 | valid | |
| What positive effects of Mother Tongue-Based Multilingual Education are highlighted in the review? | improves early literacy and student engagement | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 744 | relationship | 0.970 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | ||||
| What are some of the challenges identified in the implementation of Mother Tongue-Based Multilingual Education? | gaps remain in teacher training, resource availability, and community participation | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 792 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | ||||
| What are some of the gaps identified in the implementation of MTB-MLE? | teacher training, resource availability, and community participation | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 807 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | ||||
| What regions of India are covered in the review of Mother Tongue-Based Multilingual Education? | Jharkhand, Odisha, Chhattisgarh, and the Northeast | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 415 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. | ||||
| What types of sources does the review draw upon? | government reports, field evaluations, and peer-reviewed articles | Published 2026-07-15 This empirical review examines the implementation, outcomes, and challenges of Mother Tongue-Based Multilingual Education (MTB-MLE) in tribal-dominated regions of India. Grounded in the principles of the National Education Policy (NEP) 2020, which promotes foundational literacy and multilingualism, this paper synthesises empirical findings from studies published between 2013 and 2024 across Jharkhand, Odisha, Chhattisgarh, and the Northeast. Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. The analysis reveals that while MTB-MLE improves early literacy and student engagement, gaps remain in teacher training, resource availability, and community participation. | 480 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/jie/article/view/5614 | Drawing from government reports, field evaluations, and peer-reviewed articles, the review explores the pedagogical impact of using tribal languages in early-grade instruction, its effects on learning outcomes, and teacher preparedness. |
Read straight from the file — download or use the API URL for the full dataset.
| p[0] |
| 0.700 |
| valid |
| p[0] |
| 0.700 |
| valid |
| p[0] |
| 0.700 |
| valid |
| p[0] |
| 0.700 |
| valid |
| p[0] |
| 0.700 |
| valid |