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Paper Citation Record · LEDGER

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems

As of 8 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2607.23322.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.23322 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:47:59.243407Z

measured 43 of 43 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

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Outbound references

Observation 97454a76-b696-4d39-9bbb-cbd420dc7abf · outbound

This paper cites Dai, and Quoc V.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Dai, and Quoc V

Reference 1

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Observation 40f320b8-6ada-4180-b712-f9356241181e · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 2

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Observation 12ad30e4-e22f-4ba8-83ab-3a05f68da7f0 · outbound

This paper cites Hashimoto.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Hashimoto

Reference 3

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Observation 297b6176-8c5d-40fd-ad3e-068959014440 · outbound

This paper cites Le, Barret Zoph, Jason Wei, and Adam Roberts.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Le, Barret Zoph, Jason Wei, and Adam Roberts

Reference 4

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Observation f0cbb911-0576-40d4-97db-b13fbb7f0900 · outbound

This paper cites Free dolly: Introducing the world’s first truly open instruction-tuned LLM.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Free dolly: Introducing the world’s first truly open instruction-tuned LLM

Reference 5

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Observation b31228a1-0240-4f77-a755-7ef207e210c2 · outbound

This paper cites Bactrian-X: Multilingual Replicable Instruction-Following Models with Low-Rank Adaptation.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Bactrian-X: Multilingual Replicable Instruction-Following Models with Low-Rank Adaptation

Reference 6

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Observation 653e5601-9f89-438d-b37f-b5ec0c91fe45 · outbound

This paper cites National education policy 2020.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems National education policy 2020

Reference 7

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Observation ef8a1843-897e-41ae-adf3-1024f2780b1a · outbound

This paper cites Indian Knowledge Systems in the Curriculum of Higher Education: A Proposed Model of a PG Course in IKS.International Journal of Research Publication and Reviews, 2023.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Indian Knowledge Systems in the Curriculum of Higher Education: A Proposed Model of a PG Course in IKS.International Journal of Research Publication and Reviews, 2023

Reference 8

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Observation 609d2d03-f0ec-4c6c-a5bf-405db792fe7d · outbound

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IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 9

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Observation 31ca0062-508f-455c-945c-3bf7ec5d556e · outbound

This paper cites LLaV A-Docent-V2: Improving Data Quality and Pedagogical Data Generation to Train Large Multimodal Models for Art Appreciation Education.Lecture Notes in Computer Science, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems LLaV A-Docent-V2: Improving Data Quality and Pedagogical Data Generation to Train Large Multimodal Models for Art Appreciation Education.Lecture Notes in Computer Science, 2026

Reference 10

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Observation cef55545-d3ef-4755-844c-250a8cbc508c · outbound

This paper cites Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality

Reference 11

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Observation 34c8dc43-7e5e-429e-a3ac-f63ae13d266c · outbound

This paper cites Efficient Dataset Construction for Llm Fine-Tuning: A Text-to-Table Generation.SSRN Electronic Journal, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Efficient Dataset Construction for Llm Fine-Tuning: A Text-to-Table Generation.SSRN Electronic Journal, 2025

Reference 12

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Observation 73db65f7-e4ee-4e78-ae4b-5e4280faa48b · outbound

This paper cites Crosslingual generalization through multitask finetuning.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Crosslingual generalization through multitask finetuning

Reference 13

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Observation 9eab5164-be52-4c99-9f64-d1e41ba617c0 · outbound

This paper cites Zero-shot cross-lingual transfer in instruction tuning of large language models.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Zero-shot cross-lingual transfer in instruction tuning of large language models

Reference 14

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Observation a52e9536-e339-4344-86b8-c500921dfa3b · outbound

This paper cites mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models

Reference 15

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Observation 718825f7-5678-4af6-a310-535da4f39c9d · outbound

This paper cites Indic-TunedLens: Interpreting Multilingual Models in Indian Languages.Proceedings of the 13th Workshop on NLP for Similar Languages, Varieties and Dialects, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Indic-TunedLens: Interpreting Multilingual Models in Indian Languages.Proceedings of the 13th Workshop on NLP for Similar Languages, Varieties and Dialects, 2026

Reference 16

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Observation 31257c25-70a8-4edd-b934-d23816e7a38c · outbound

This paper cites NE-BERT: A Multilingual Language Model for 9 Northeast Indian Languages.Pro- ceedings of the Second Workshop on Language Models for Low-Resource Languages (LoResLM 2026), 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems NE-BERT: A Multilingual Language Model for 9 Northeast Indian Languages.Pro- ceedings of the Second Workshop on Language Models for Low-Resource Languages (LoResLM 2026), 2026

Reference 17

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Observation aeff3d51-73a9-4ed7-8a97-e2f18a62eb37 · outbound

This paper cites an unresolved cited work.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 18

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Observation 48ad1875-4cab-4f1b-aab8-dc990d82adf8 · outbound

This paper cites IndicIRSuite: Multilingual Dataset and Neural Information Models for Indian Languages.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems IndicIRSuite: Multilingual Dataset and Neural Information Models for Indian Languages

Reference 19

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Observation 1766ab5d-1a6d-465b-8317-65fb3a950151 · outbound

This paper cites Multilingual Tokenization Efficiency in Large Language Models: A Study on Indian Languages.SSRN Electronic Journal, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Multilingual Tokenization Efficiency in Large Language Models: A Study on Indian Languages.SSRN Electronic Journal, 2025

Reference 20

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Observation 237128c2-17e8-4241-a99b-ea8d456ec79d · outbound

This paper cites an unresolved cited work.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 21

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Observation e3535b58-f1e6-41a0-9585-3e5f9fb9e176 · outbound

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IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 22

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Observation 855fc6be-61a6-4bea-8adb-8f652ba31936 · outbound

This paper cites Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Tanwani, Heather Cole-Lewis, Stephen Pfohl, et al.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Tanwani, Heather Cole-Lewis, Stephen Pfohl, et al

Reference 23

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Observation 61554b3b-d7b9-462c-9e36-c4ec88643693 · outbound

This paper cites Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture

Reference 24

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Observation 63ba8bb3-fa30-437d-9082-1614a6a4b679 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems BloombergGPT: A Large Language Model for Finance

Reference 25

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Observation 590952be-9d15-44c3-b0cd-35693ff4ba1e · outbound

This paper cites an unresolved cited work.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 26

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Observation 8d69d285-b528-40db-abcb-fff650f2bc67 · outbound

This paper cites TIFD: Tibetan Instruction-Following Dataset for Large Language Models Supervised Fine-Tuning.Data Intelligence, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems TIFD: Tibetan Instruction-Following Dataset for Large Language Models Supervised Fine-Tuning.Data Intelligence, 2025

Reference 27

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Observation 737b22d9-ba5c-44fc-a1d2-69c1717fd0a2 · outbound

This paper cites The BEA 2023 shared task on generating AI teacher responses in educational dialogues.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems The BEA 2023 shared task on generating AI teacher responses in educational dialogues

Reference 28

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Observation b97bbd60-fc1d-49c2-a2fd-ca824e287cad · outbound

This paper cites an unresolved cited work.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 29

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Observation 956011d0-b958-4ab9-afc3-0a610dae3878 · outbound

This paper cites Leveraging Large Language Models for Adaptive Tutoring System via Pedagogical Knowledge-Augmented Prompting.SSRN Electronic Journal, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Leveraging Large Language Models for Adaptive Tutoring System via Pedagogical Knowledge-Augmented Prompting.SSRN Electronic Journal, 2026

Reference 30

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Observation 3f304bae-2894-451c-994b-9ccf2a38b670 · outbound

This paper cites Using LLMs to Identify Indicators of Persistence from Students’ Dialogues with a Pedagogi- cal Agent.Journal of Educational Data Mining, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Using LLMs to Identify Indicators of Persistence from Students’ Dialogues with a Pedagogi- cal Agent.Journal of Educational Data Mining, 2026

Reference 31

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Observation 9fe6e9a7-cfbf-475d-9892-98d0c6246d76 · outbound

This paper cites an unresolved cited work.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

Reference 32

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Observation 32cc9b08-a1a7-4ee2-9c3d-c8a812e5b0fe · outbound

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IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Unresolved cited work

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Observation e20faf53-2f12-48d8-a0ec-b1722c419fac · outbound

This paper cites Fathima Shajeena.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Fathima Shajeena

Reference 34

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Observation 075d09bd-13f8-4149-ae37-c8d04951100d · outbound

This paper cites Reconstructing Curriculum Through Indian Knowledge Systems: A Policy Review in Light of NEP 2020.Mindcraft: Reimagining Education Through Indian Knowledge Systems, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Reconstructing Curriculum Through Indian Knowledge Systems: A Policy Review in Light of NEP 2020.Mindcraft: Reimagining Education Through Indian Knowledge Systems, 2026

Reference 35

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Observation d9c07c24-ffbc-44ed-b478-f84ed04b1651 · outbound

This paper cites Indian Knowledge Systems.Knowledge, Curriculum and Learning, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Indian Knowledge Systems.Knowledge, Curriculum and Learning, 2025

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Observation b9a738bd-b944-43d0-8fd3-13ee30081a02 · outbound

This paper cites Integrating Vedic Mathematics with Large Language Model: A Novel Approach to Computa- tional Efficiency and Educational Innovation.Lecture Notes in Networks and Systems, 2026.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Integrating Vedic Mathematics with Large Language Model: A Novel Approach to Computa- tional Efficiency and Educational Innovation.Lecture Notes in Networks and Systems, 2026

Reference 37

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Observation 3a709968-bb74-4571-902f-56f72556b3d7 · outbound

This paper cites Curriculum for class nine CBSE poetry teaching with the integration of REBT based on NEP 2020.Journal of Poetry Therapy, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Curriculum for class nine CBSE poetry teaching with the integration of REBT based on NEP 2020.Journal of Poetry Therapy, 2025

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Observation d600494e-1609-4d9d-a44f-d84e84e8a1ba · outbound

This paper cites Language Diversity: Perceptions of Students towards Multilingual Instruction in Higher Education Pedagogy under NEP 2020.Indian Journal of Language and Linguistics, 2024.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Language Diversity: Perceptions of Students towards Multilingual Instruction in Higher Education Pedagogy under NEP 2020.Indian Journal of Language and Linguistics, 2024

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Observation a40ec1f3-d42f-47a5-be58-c2fb506f532e · outbound

This paper cites Construction and Pedagogical Validation of an AI-Empowered Multidimensional Assessment System for English Speech Course.Journal of Educational Research and Policies, 2025.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Construction and Pedagogical Validation of an AI-Empowered Multidimensional Assessment System for English Speech Course.Journal of Educational Research and Policies, 2025

Reference 40

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Observation 78ca2e9d-98c6-4d17-a778-020801986aa5 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Xing, Hao Zhang, Joseph E

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Observation 0e620ae3-9aa5-4308-90d7-0b40277b0b3f · outbound

This paper cites 31 Retrieval-augmented generation for knowledge-intensive NLP tasks.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems 31 Retrieval-augmented generation for knowledge-intensive NLP tasks

Reference 42

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Observation a7856045-fb60-4386-8e78-806725b1bf9b · outbound

This paper cites Curriculum learning.

IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems Curriculum learning

Reference 43

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