DeepSeek LLM: Most POWERFUL Base Model & Better Than Llama 2!
AI Summary
Summary: DeepSeek Coder and DeepSeek LLM
- DeepSeek Coder:
- A new coding language model.
- Similar to ChatDev, an agent framework for collaborative coding.
- Deployed with its own extendable framework.
- DeepSeek LLM:
- An advanced language model with 7 billion parameters.
- Created by Chinese developers.
- Trained on a 2 trillion token dataset in English and Chinese.
- Open-sourced for the research community.
- Outperforms LLaMA 2’s 70 billion model in reasoning, coding, mathematics, and Chinese comprehension.
- Capabilities:
- Proficient in logic, mathematics, code generation, and more.
- Can generate code effectively, as demonstrated with a 3D bump map example in three.js.
- Access and Use:
- Available on a cloud-hosted website.
- Can be downloaded and run locally using LM Studio.
- Commercial use permitted under specific terms.
- Performance:
- Superior to LLaMA 2 in various benchmarks.
- Notable in coding and mathematics.
- Mastery in Chinese language comprehension.
- Pre-training Details:
- Utilized LLaMA architecture.
- Employed data composition, pruning, and deduplication.
- Focused on auto-regressive Transformer models.
- Evaluations:
- Assessed against baseline models in English and Chinese.
- Excelled in instruction following and a Hungarian National High School math exam.
- Limitations:
- Some censorship issues noted, particularly regarding Taiwan.
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