{"url":"/dataset/lima","name":"LIMA","full_name":null,"description_markdown":"The **LIMA dataset** is a valuable resource used in natural language processing (NLP) research. Let me provide you with some details:\r\n\r\n1. **Origin and Purpose**:\r\n   - The LIMA dataset is derived from the **LLaMa language model**, which has an impressive **65 billion parameters**.\r\n   - It serves as a fine-tuned version of the LLaMa model, specifically adjusted using approximately **1,000 prompts and responses**.\r\n\r\n2. **Performance and Applications**:\r\n   - LIMA demonstrates remarkable performance by learning to follow specific response formats from just a handful of examples in the training data.\r\n   - The dataset covers a wide range of tasks, including complex queries such as planning trip itineraries and speculating about alternate history.\r\n   - Interestingly, the model tends to **generalize well to unseen tasks** that were not part of the training data.\r\n\r\n3. **License**:\r\n   - The licensing of the LIMA dataset depends on the source data it was derived from:\r\n     - If the source data has a stricter license than **CC BY-NC-SA**, the LIMA dataset follows the same restrictions.\r\n     - Otherwise, it adheres to the **CC BY-NC-SA license**.\r\n\r\n(1) GAIR/lima · Datasets at Hugging Face. https://huggingface.co/datasets/GAIR/lima.\r\n(2) GAIR/lima at main - Hugging Face. https://huggingface.co/datasets/GAIR/lima/tree/main.\r\n(3) 日本語LIMAデータセットlima-jaを作成したので公開します. https://zanote.net/ai/lima-ja/.\r\n(4) Paper page - LIMA: Less Is More for Alignment - Hugging Face. https://huggingface.co/papers/2305.11206.\r\n(5) undefined. https://huggingface.co/datasets/GAIR/lima/.","description_withheld":null,"homepage":"https://huggingface.co/datasets/GAIR/lima","introduced_date":"2023-05-18","introduced_date_note":null,"introduced_by":{"paper":"/paper/lima-less-is-more-for-alignment","title":"LIMA: Less Is More for Alignment","first_author":"Chunting Zhou","url":null},"license":null,"modalities":[],"tasks":[],"languages":[{"name":"Vietnamese","url":"/datasets/language/vietnamese"}],"variants":["LIMA"],"data_loaders":[],"num_papers_in_archive":107,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}