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Nayana-CognitiveLab

community

https://github.com/adithya-s-k/Nayana

https://github.com/adithya-s-k/Nayana

AI & ML interests

None defined yet.

Nayana-cognitivelab 's collections 10

Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final

4B • Updated Nov 20, 2025 • 2
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test

4B • Updated Nov 20, 2025 • 6
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert

Updated Nov 28, 2025 • 2
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert

Updated Nov 28, 2025 • 2

NayanaEmbed-Test

Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-252

4B • Updated Oct 8, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-500

4B • Updated Oct 9, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-750

4B • Updated Oct 9, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-1694

4B • Updated Oct 9, 2025

Multi Lingual OCR models

Nayana-cognitivelab/NayanaSectionOCR

Image-Text-to-Text • 8B • Updated Aug 6, 2025 • 42 • 2
Nayana-cognitivelab/NayanaVQA

Image-Text-to-Text • 8B • Updated Sep 2, 2025 • 2
Nayana-cognitivelab/NayanaVQA-archive

Image-Text-to-Text • 8B • Updated Aug 6, 2025 • 1

NayanaDocs-45k-22

Foundational Datasets. This is used for SFT.

Nayana-cognitivelab/NayanaDocs-Global-45k-webdataset

Viewer • Updated Jul 21, 2025 • 501k • 129
Nayana-cognitivelab/NayanaDocs-Indic-45k-webdataset

Viewer • Updated Jul 21, 2025 • 499k • 110
Nayana-cognitivelab/NayanaDocs-Indic-45k

Viewer • Updated Jul 15, 2025 • 503k • 9
Nayana-cognitivelab/nayana_indic_45k_arrow

Viewer • Updated Oct 26, 2025 • 1.01M • 9

Datasets used for various vision related functionalities.

Nayana-cognitivelab/Nayana-OCRBench-in-0.6k-v1-arxiv

Viewer • Updated Nov 13, 2024 • 6k • 16
Nayana-cognitivelab/Nayana-OCRBench-in-0.3k-v1-pubmed

Viewer • Updated Nov 13, 2024 • 3k • 7
Nayana-cognitivelab/Nayana-OCRBench-in-0.1k-v1-adimagenet

Viewer • Updated Nov 13, 2024 • 940 • 7
Nayana-cognitivelab/Nayana-OCRBench-in-0.1k-v1-docmatix

Viewer • Updated Nov 13, 2024 • 2k • 7

deepseek-ai/DeepSeek-OCR

Image-Text-to-Text • Updated Nov 4, 2025 • 3.51M • 3.18k
PaddlePaddle/PaddleOCR-VL

Image-Text-to-Text • Updated Feb 5 • 8.37k • 1.56k
Qwen/Qwen3-VL-2B-Instruct

Image-Text-to-Text • Updated Oct 23, 2025 • 13.1M • 343
Qwen/Qwen3-VL-4B-Instruct

Image-Text-to-Text • 4B • Updated Oct 15, 2025 • 1.67M • 352

Nayana-Retrivers

Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_enhanced

Viewer • Updated Jul 18, 2025 • 229k • 109 • 1
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_25_final_enhanced

Viewer • Updated Jul 18, 2025 • 229k • 98
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_25_final

Viewer • Updated Jul 17, 2025 • 229k • 91
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final

Viewer • Updated Jul 17, 2025 • 229k • 96 • 1

NayanaRetrivers

Nayana-cognitivelab/NayanaEmbed-ColPali-v1.3-2772

3B • Updated Nov 7, 2025
Nayana-cognitivelab/NayanaEmbed-ColPali-v1.3-1500

3B • Updated Nov 7, 2025
Nayana-cognitivelab/NayanaEmbed-ColQwen2-v1.0-3000

2B • Updated Nov 7, 2025

Nayana-cognitivelab/NayanaBench

Viewer • Updated Jul 28, 2025 • 4.4k • 233 • 3

Nayana-cognitivelab/NayanaIR-MonoBench-ar

Viewer • Updated Nov 1, 2025 • 1.44k • 22
Nayana-cognitivelab/NayanaIR-MonoBench-bn

Viewer • Updated Nov 1, 2025 • 1.49k • 18
Nayana-cognitivelab/NayanaIR-MonoBench-de

Viewer • Updated Nov 1, 2025 • 1.43k • 16
Nayana-cognitivelab/NayanaIR-MonoBench-en

Viewer • Updated Nov 1, 2025 • 1.68k • 21

Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final

4B • Updated Nov 20, 2025 • 2
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test

4B • Updated Nov 20, 2025 • 6
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert

Updated Nov 28, 2025 • 2
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert

Updated Nov 28, 2025 • 2

deepseek-ai/DeepSeek-OCR

Image-Text-to-Text • Updated Nov 4, 2025 • 3.51M • 3.18k
PaddlePaddle/PaddleOCR-VL

Image-Text-to-Text • Updated Feb 5 • 8.37k • 1.56k
Qwen/Qwen3-VL-2B-Instruct

Image-Text-to-Text • Updated Oct 23, 2025 • 13.1M • 343
Qwen/Qwen3-VL-4B-Instruct

Image-Text-to-Text • 4B • Updated Oct 15, 2025 • 1.67M • 352

NayanaEmbed-Test

Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-252

4B • Updated Oct 8, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-500

4B • Updated Oct 9, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-750

4B • Updated Oct 9, 2025
Nayana-cognitivelab/NayanaEmbed-BiGemma3-HardNeg-merged-1694

4B • Updated Oct 9, 2025

Nayana-Retrivers

Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_enhanced

Viewer • Updated Jul 18, 2025 • 229k • 109 • 1
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_25_final_enhanced

Viewer • Updated Jul 18, 2025 • 229k • 98
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final_25_final

Viewer • Updated Jul 17, 2025 • 229k • 91
Nayana-cognitivelab/NayanaDocs_Hardnegs_Union_final

Viewer • Updated Jul 17, 2025 • 229k • 96 • 1

Multi Lingual OCR models

Nayana-cognitivelab/NayanaSectionOCR

Image-Text-to-Text • 8B • Updated Aug 6, 2025 • 42 • 2
Nayana-cognitivelab/NayanaVQA

Image-Text-to-Text • 8B • Updated Sep 2, 2025 • 2
Nayana-cognitivelab/NayanaVQA-archive

Image-Text-to-Text • 8B • Updated Aug 6, 2025 • 1

NayanaRetrivers

Nayana-cognitivelab/NayanaEmbed-ColPali-v1.3-2772

3B • Updated Nov 7, 2025
Nayana-cognitivelab/NayanaEmbed-ColPali-v1.3-1500

3B • Updated Nov 7, 2025
Nayana-cognitivelab/NayanaEmbed-ColQwen2-v1.0-3000

2B • Updated Nov 7, 2025

NayanaDocs-45k-22

Foundational Datasets. This is used for SFT.

Nayana-cognitivelab/NayanaDocs-Global-45k-webdataset

Viewer • Updated Jul 21, 2025 • 501k • 129
Nayana-cognitivelab/NayanaDocs-Indic-45k-webdataset

Viewer • Updated Jul 21, 2025 • 499k • 110
Nayana-cognitivelab/NayanaDocs-Indic-45k

Viewer • Updated Jul 15, 2025 • 503k • 9
Nayana-cognitivelab/nayana_indic_45k_arrow

Viewer • Updated Oct 26, 2025 • 1.01M • 9

Nayana-cognitivelab/NayanaBench

Viewer • Updated Jul 28, 2025 • 4.4k • 233 • 3

Datasets used for various vision related functionalities.

Nayana-cognitivelab/Nayana-OCRBench-in-0.6k-v1-arxiv

Viewer • Updated Nov 13, 2024 • 6k • 16
Nayana-cognitivelab/Nayana-OCRBench-in-0.3k-v1-pubmed

Viewer • Updated Nov 13, 2024 • 3k • 7
Nayana-cognitivelab/Nayana-OCRBench-in-0.1k-v1-adimagenet

Viewer • Updated Nov 13, 2024 • 940 • 7
Nayana-cognitivelab/Nayana-OCRBench-in-0.1k-v1-docmatix

Viewer • Updated Nov 13, 2024 • 2k • 7

Nayana-cognitivelab/NayanaIR-MonoBench-ar

Viewer • Updated Nov 1, 2025 • 1.44k • 22
Nayana-cognitivelab/NayanaIR-MonoBench-bn

Viewer • Updated Nov 1, 2025 • 1.49k • 18
Nayana-cognitivelab/NayanaIR-MonoBench-de

Viewer • Updated Nov 1, 2025 • 1.43k • 16
Nayana-cognitivelab/NayanaIR-MonoBench-en

Viewer • Updated Nov 1, 2025 • 1.68k • 21

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