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  ---
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  # NYC Taxi Trip Dataset
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- 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).
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  **Update (2025-10-28):** Added three timestamp fields (`timestamp_event`, `timestamp_since_start`, `timestamp_since_last_event`) in seconds, and corrected the geographic boundary from v24C to the historically accurate 2013 version (v13B). If you wish to reproduce the original TPP-LLM results, please refer to the earlier dataset snapshots in the Commit History.
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  year={2024}
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  }
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- @article{liu2024efficient,
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- title={Efficient Retrieval of Temporal Event Sequences from Textual Descriptions},
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  author={Liu, Zefang and Quan, Yinzhu},
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  journal={arXiv preprint arXiv:2410.14043},
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  year={2024}
 
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  # NYC Taxi Trip Dataset
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+ 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-Embedding paper](https://arxiv.org/abs/2410.14043).
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  **Update (2025-10-28):** Added three timestamp fields (`timestamp_event`, `timestamp_since_start`, `timestamp_since_last_event`) in seconds, and corrected the geographic boundary from v24C to the historically accurate 2013 version (v13B). If you wish to reproduce the original TPP-LLM results, please refer to the earlier dataset snapshots in the Commit History.
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  year={2024}
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  }
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+ @article{liu2024retrieval,
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+ title={Retrieval of Temporal Event Sequences from Textual Descriptions},
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  author={Liu, Zefang and Quan, Yinzhu},
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  journal={arXiv preprint arXiv:2410.14043},
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  year={2024}