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Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final
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Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test
4B • Updated • 6 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert
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Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated • 1
AI & ML interests
None defined yet.
Organization Card
Nayana - Vision AI for all
Enabling Vision Language Capabilites for Low resource langauges
Initiative by Cognitivelab
Problem Statement
Despite advancements in vision-language AI, a significant number of the world's languages remain underserved, leaving millions without tools to process documents in their native scripts.
Challenges Addressed by Nayana:
- Wide Language Gap: Lack of robust OCR solutions for a large spectrum of languages, particularly low-resource and rare languages.
- Script Complexity: Supporting diverse writing systems, including those with intricate scripts, cursive styles, or mixed-language content.
- Scalability: Need for adaptable models that can handle real-world multilingual document processing at scale.
Nayana is designed to tackle these challenges by fine-tuning cutting-edge OCR models for diverse languages across multiple regions, empowering users to extract actionable insights from their documents regardless of the language or script.
Vision
To democratize access to Vision-Language AI for all communities by empowering a wide range of languages, including low-resource and underrepresented ones, with cutting-edge OCR and document understanding capabilities.
Mission
- Enhance Accessibility: Build tools that enable equitable AI solutions for diverse linguistic groups worldwide.
- Expand Language Coverage: Support a vast range of languages and scripts, breaking barriers for multilingual document processing.
- Foster Collaboration: Provide an open-source platform where developers and researchers can enhance and expand multilingual OCR capabilities.
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Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final
4B • Updated • 2 -
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test
4B • Updated • 6 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert
Updated • 2 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated • 1
models 122
Nayana-cognitivelab/bigemma
4B • Updated
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Nayana-cognitivelab/colgemma
4B • Updated
• 3
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana-linear-v1
Image-Text-to-Text • Updated
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Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana-linear
Image-Text-to-Text • 4B • Updated
• 2
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana
Updated
• 1
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1267-22-colbert-v1
Updated
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated
• 1
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-750-22-colbert
Updated
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-5066-v2
4B • Updated
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Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-4500-v2
4B • Updated
datasets 179
Nayana-cognitivelab/NayanaIR-Train-45k-HardNegs
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Nayana-cognitivelab/nayana-train-hardnegs-test-1k-v2
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Nayana-cognitivelab/nayana-train-hardnegs-test-1k
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Nayana-cognitivelab/NayanaIR-Train-200k
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Nayana-cognitivelab/NayanaIR-Train-1k-test-v3
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Nayana-cognitivelab/NayanaIR-Train-1k-test-v2
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Nayana-cognitivelab/NayanaIR-Train-45k-negs-v2
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Nayana-cognitivelab/NayanaIR-Train-45k-negs-test
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Nayana-cognitivelab/NayanaIR-Train-1k-negs-test
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Nayana-cognitivelab/NayanaIR-Train-45k
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