SciCode: HumanEval gets a STEM PhD upgrade
**PhD-level benchmarks** highlight the difficulty of coding scientific problems for LLMs, with **GPT-4** and **Claude 3.5 Sonnet** scoring under 5% on the new **SciCode** benchmark. **Anthropic** doubled the max output token limit for Claude 3.5 Sonnet to 8192 tokens. The **Q-GaLore** method enables training **LLaMA-7B** on a single 16GB GPU. The **Mosaic compiler** now generates efficient code for NVIDIA H100 GPUs. The **Dolphin 2.9.3-Yi-1.5-34B-32k-GGUF** model on Hugging Face has over 111k downloads. **Llama 3** shows strong performance, achieving 90% zero-shot accuracy on the MATH dataset. Discussions continue on the limitations and forms of synthetic data for model training.