{"id":26997193,"url":"https://github.com/adityalab/lstprompt","last_synced_at":"2025-04-04T02:17:09.761Z","repository":{"id":224982468,"uuid":"761334952","full_name":"AdityaLab/lstprompt","owner":"AdityaLab","description":null,"archived":false,"fork":false,"pushed_at":"2024-07-30T19:51:29.000Z","size":400,"stargazers_count":17,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-07-31T00:04:46.344Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AdityaLab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-02-21T17:16:55.000Z","updated_at":"2024-07-30T19:51:33.000Z","dependencies_parsed_at":"2024-06-25T11:08:17.954Z","dependency_job_id":"751f5b3b-3bf6-49c5-b51c-5cc7e56c22ec","html_url":"https://github.com/AdityaLab/lstprompt","commit_stats":null,"previous_names":["adityalab/lstprompt"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Flstprompt","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Flstprompt/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Flstprompt/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Flstprompt/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AdityaLab","download_url":"https://codeload.github.com/AdityaLab/lstprompt/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247107827,"owners_count":20884797,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-04T02:17:09.291Z","updated_at":"2025-04-04T02:17:09.716Z","avatar_url":"https://github.com/AdityaLab.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting\n\n## Publication\n\nImplementation of the paper \"LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting.\"\n\nVenue: ACL Findings 2024\n\nAuthors: Haoxin Liu*, Leo Zhiyuan Zhao*, Jindong Wang, Harshavardhan Kamarthi, B.Aditya Prakash\n\nPaper + Appendix: [https://arxiv.org/abs/2402.16132](https://arxiv.org/abs/2402.16132)\n\n## Run LSTPrompt\nTry LSTPrompt through the quick demo `demo.ipynb` notebook.\n\n## Contact\n\nIf you have any questions about the code, please contact:\n\nHaoxin Liu at ```hliu763[at]gatech[dot]edu```;\n\nLeo Zhiyuan Zhao at  ```leozhao1997[at]gatech[dot]edu```.\n\n## Citation\n\nIf you find our work useful, please cite our work:\n\n```\n@article{liu2024lstprompt,\n  title={LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting},\n  author={Liu, Haoxin and Zhao, Zhiyuan and Wang, Jindong and Kamarthi, Harshavardhan and Prakash, B Aditya},\n  journal={arXiv preprint arXiv:2402.16132},\n  year={2024}\n}\n```\n\n## Acknowledgement\n\nThis repo is constructed based on the following repos:\n\n[https://github.com/ngruver/llmtime]\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Flstprompt","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadityalab%2Flstprompt","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Flstprompt/lists"}