R1-AQA

Say hello to DeepSeek R1, a fantastic model by DeepSeek that is great at reasoning tasks, especially math and coding. It is as good as the best models out there, like OpenAI o1, making it a big deal in the world of large language models.

Key Features

DeepSeek R1 is not just one model, it is a family of models that are powerful:

• DeepSeek R1 Distill Qwen 1.5B
• DeepSeek R1 Distill Qwen 7B
• DeepSeek R1 Distill Llama 8B
• DeepSeek R1 Distill Qwen 14B
• DeepSeek R1 Distill Qwen 32B
• DeepSeek R1 Distill Llama 70B

These models take the best parts of larger models and make them even better.

Benefits

One of the standout benefits of DeepSeek R1 is its licensing. The model weights are under the MIT License, which means you can use and modify them for commercial purposes. This makes it a flexible and accessible tool for developers and businesses alike.

Use Cases

DeepSeek R1''s applications are vast, but one area where it truly shines is in audio understanding and reasoning. Thanks to advancements in reinforcement learning, these models have seen a boost in their reasoning capabilities, especially in audio question answering tasks. Researchers at Xiaomi Corporation have used the GRPO algorithm with Qwen2 Audio 7B Instruct, achieving top notch performance on the MMAU Test mini benchmark with a 64.5 percent accuracy rate.

Cost or Price

The information about the cost or price of the DeepSeek R1 series is not provided in the article.

Funding

The information about the funding of the product is not provided in the article.

Reviews or Testimonials

Users have found that the GRPO algorithm works well with large audio language models, even with fewer parameters. Reinforcement learning has shown to be more effective than supervised fine tuning, even with limited data. However, these models still have room for improvement, as they don''t yet match human auditory language reasoning.