tppllm/nyc-taxi-description

--- license: cc0-1.0 language: - en size_categories: - 1K<n<10K --- # NYC Taxi Trip Description Dataset This dataset contains NYC taxi trip data from May 1-7, 2013, excluding trips to and from Staten Island. It includes 2,957 sequences with 362,374 events and 8 location types. The data can be downloaded from [NYC Taxi Trips](https://www.andresmh.com/nyctaxitrips/) and is subject to the [NYC Terms of Use](https://www.nyc.gov/home/terms-of-use.page). 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} } ```license: cc0-1.0 language: - 英语 size_categories: - 1000 < n < 10000 # 纽约出租车行程描述数据集 本数据集涵盖2013年5月1日至7日的纽约市出租车行程数据，且剔除了往返斯塔滕岛（Staten Island）的行程。数据集共包含2957条序列、362374个事件以及8种位置类型。该数据可从[NYC出租车行程数据集](https://www.andresmh.com/nyctaxitrips/)下载，使用时需遵循[纽约市使用条款](https://www.nyc.gov/home/terms-of-use.page)。用于构建本数据集的详细数据预处理流程，可参见[TPP-LLM论文](https://arxiv.org/abs/2410.02062)与[TPP-LLM-Embedding论文](https://arxiv.org/abs/2410.14043)。 若您认为本数据集对研究有所帮助，敬请引用以下论文： bibtex @article{liu2024tppllmm, title={TPP-LLM：通过高效微调大语言模型（Large Language Models）对时间点过程（Temporal Point Processes）进行建模}, author={Liu, Zefang and Quan, Yinzhu}, journal={arXiv预印本 arXiv:2410.02062}, year={2024} } @article{liu2024efficient, title={从文本描述中高效检索时序事件序列}, author={Liu, Zefang and Quan, Yinzhu}, journal={arXiv预印本 arXiv:2410.14043}, year={2024} }