Home / Technology / IBM's Granite 4.0: AI Breakthrough for India's Languages
IBM's Granite 4.0: AI Breakthrough for India's Languages
29 Nov
Summary
- IBM's Granite 4.0 models are designed for India's diverse languages.
- Hybrid architecture reduces memory needs and runs on cheaper GPUs.
- Models are open-sourced and ISO 42001 certified for security.
IBM has introduced its Granite 4.0 language models, engineered to tackle the significant challenge and opportunity presented by India's vast linguistic diversity. With over 1,500 languages spoken, creating AI systems that perform well across these variations is complex, particularly due to a scarcity of high-quality training data.
These innovative models feature a new hybrid Mamba-transformer architecture. This design substantially reduces memory requirements, enabling them to run efficiently on less expensive GPUs while maintaining strong performance. Notably, Granite 4.0 models are open-sourced under the Apache 2.0 license and are the first open models to obtain ISO 42001 certification, boasting cryptographic signatures for improved security and transparency.
The extensive training dataset, comprising approximately 100 billion tokens of Indian language data and 1.5 million post-training examples, significantly enhances the models' capabilities. Performance benchmarks indicate that Granite 4.0 rivals and even surpasses multilingual models like Llama and Gemma, with various sizes demonstrating competitive strengths in their respective categories.
