mlfoundations / scaling
Language models scale reliably with over-training and on downstream tasks
☆94Updated 7 months ago
Related projects ⓘ
Alternatives and complementary repositories for scaling
- ☆50Updated last week
- ☆50Updated last month
- A framework for few-shot evaluation of autoregressive language models.☆23Updated 10 months ago
- ☆65Updated 7 months ago
- ☆50Updated 5 months ago
- A fusion of a linear layer and a cross entropy loss, written for pytorch in triton.☆54Updated 3 months ago
- Simple and efficient pytorch-native transformer training and inference (batched)☆61Updated 7 months ago
- ☆71Updated 6 months ago
- Understand and test language model architectures on synthetic tasks.☆161Updated 6 months ago
- Official github repo for the paper "Compression Represents Intelligence Linearly" [COLM 2024]☆127Updated last month
- A MAD laboratory to improve AI architecture designs 🧪☆95Updated 6 months ago
- ☆61Updated 2 months ago
- Code for the arXiv preprint "The Unreasonable Effectiveness of Easy Training Data"☆44Updated 9 months ago
- ☆75Updated last month
- ☆76Updated 5 months ago
- Function Vectors in Large Language Models (ICLR 2024)☆116Updated 3 weeks ago
- Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Fl…☆56Updated 2 months ago
- Self-Alignment with Principle-Following Reward Models☆148Updated 8 months ago
- open-source code for paper: Retrieval Head Mechanistically Explains Long-Context Factuality☆156Updated 3 months ago
- Homepage for ProLong (Princeton long-context language models) and paper "How to Train Long-Context Language Models (Effectively)"☆111Updated last week
- Repository for NPHardEval, a quantified-dynamic benchmark of LLMs☆48Updated 7 months ago
- Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision☆95Updated 2 months ago
- ☆38Updated 6 months ago
- ☆49Updated 6 months ago
- Directional Preference Alignment☆49Updated last month
- The simplest, fastest repository for training/finetuning medium-sized GPTs.☆83Updated last week
- Code for Zero-Shot Tokenizer Transfer☆115Updated 2 weeks ago
- ☆34Updated 3 months ago
- [NeurIPS-2024] 📈 Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies https://arxiv.org/abs/2407.13623☆67Updated last month
- The official implementation of Self-Exploring Language Models (SELM)☆56Updated 5 months ago