A collection for surveys of LLMs

It’s always a good way to read some surveys before diving into a new field. This list would be updated from time to time.

The date at the end of each item shows the last time it has been updated, while “updating” means it’s still being updated actively now.

General LLMs

• LLMs Survey: https://github.com/RUCAIBox/LLMSurvey (2023.11)
• LLMs Survey: https://arxiv.org/abs/2402.06196 (2024.02)
• LLMs Evaluation: https://github.com/tjunlp-lab/Awesome-LLMs-Evaluation-Papers (2023.11)
• Long Context: https://github.com/Strivin0311/long-llms-learning (updating)

Efficient LLMs

• Efficient LLM Survey: https://github.com/AIoT-MLSys-Lab/Efficient-LLMs-Survey (updating)
• LLM Acceleration: https://github.com/galeselee/Awesome_LLM_Accelerate-PaperList (updating)
• LLM Compression: https://github.com/HuangOwen/Awesome-LLM-Compression (updating)

Diffusion

• Diffusion Models: https://github.com/YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy (updating)

Multimodal

• Multimodal LLMs Survey: https://github.com/BradyFU/Awesome-Multimodal-Large-Language-Models (updating)
• Multimodal LLMs Evaluation: https://github.com/BradyFU/Awesome-Multimodal-Large-Language-Models (updating)
• Text-to-Image: https://github.com/Yutong-Zhou-cv/Awesome-Text-to-Image (updating)
• Video Understanding: https://github.com/yunlong10/Awesome-LLMs-for-Video-Understanding (updating)
• Multimodal Agents: https://github.com/jun0wanan/awesome-large-multimodal-agents (updating)