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DeepSeek-R1: Enhanced Reasoning via Reinforcement Learning
DeepSeek-R1 is a groundbreaking AI model that uses reinforcement learning to develop advanced reasoning capabilities without initial supervised fine-tuning. The model family includes various versions
from the large 671B parameter base model to more efficient distilled variants, all showing strong performance in reasoning tasks while maintaining explainability.

Reasons to Read -- Learn:

  • revolutionary approach in AI development where reinforcement learning is used directly on base models without supervised fine-tuning, which could fundamentally change how we train AI systems for reasoning tasks
  • how DeepSeek-R1's multi-stage training pipeline and distillation process achieved state-of-the-art performance, with its 14B distilled model outperforming larger 32B models on reasoning benchmarks
  • practical applications and limitations of DeepSeek-R1, including its 87.6% win-rate on AlpacaEval 2.0 and 92.3% success rate on ArenaHard, while understanding its current constraints in areas like function calling and multi-language support
  • 8 min readauthor: My Social
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