Large Language Models (2020-2024)¶
The scaling of transformer models to billions of parameters.
GPT Series¶
- GPT-3: Language Models are Few-Shot Learners - 175B parameter model
- GPT-4 Technical Report - Multimodal capabilities
Open Source Models¶
- LLaMA: Open and Efficient Foundation Language Models - Meta's efficient LLM
- Llama 2: Open Foundation and Fine-Tuned Chat Models - Improved with chat variant
- Mistral 7B - Efficient 7B model
- Mixtral of Experts - Mixture of experts
Alignment & Safety¶
- Constitutional AI: Harmlessness from AI Feedback - Alignment approach for Claude
Key Insight: LLMs demonstrated that scaling alone enables emergent capabilities across diverse tasks.