tppllm/us-earthquake-description

--- license: cc0-1.0 language: - en size_categories: - 1K<n<10K --- # U.S. Earthquake Description Dataset This dataset contains earthquake events in the U.S. from January 1, 2020, to December 31, 2023. It inclucdes 3,009 sequences with 29,521 events across 3 magnitude types. The original data can be accessed via [USGS Earthquake Search](https://earthquake.usgs.gov/earthquakes/search/). The detailed data preprocessing steps used to create this dataset can be found in the [TPP-LLM paper](https://arxiv.org/abs/2410.02062) and [TPP-LLM-Embedding paper](https://arxiv.org/abs/2410.14043). If you find this dataset useful, we kindly invite you to cite the following papers: ```bibtex @article{liu2024tppllmm, title={TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models}, author={Liu, Zefang and Quan, Yinzhu}, journal={arXiv preprint arXiv:2410.02062}, year={2024} } @article{liu2024efficient, title={Efficient Retrieval of Temporal Event Sequences from Textual Descriptions}, author={Liu, Zefang and Quan, Yinzhu}, journal={arXiv preprint arXiv:2410.14043}, year={2024} } ```