task_categories:text-classification task_categories:text-generation task_categories:text2text-generation size_categories:100M<n<1B language:zh language:en license:apache-2.0 few-shot intent region:us
@dataset{few_shot_intent_sft,
  author       = {Xing Tian},
  title        = {few_shot_intent_sft},
  month        = sep,
  year         = 2023,
  publisher    = {Xing Tian},
  version      = {1.0},
}
---
license: apache-2.0
task_categories:
- text-classification
- text-generation
- text2text-generation
language:
- zh
- en
tags:
- few-shot
- intent
size_categories:
- 100M<n<1B
---
## 小样本意图识别指令数据集

用于 few-shot 的意图识别 LLM 研究

[提示工程指南](https://www.promptingguide.ai/zh/techniques/cot)

数据集从网上收集整理如下:
| 数据 | 原始数据/项目地址 | 样本个数 | 原始数据描述 | 替代数据下载地址 |
| :--- |     :---:      |   :---: |    :---:    |     :---:     |
| ATIS | [ATIS](https://paperswithcode.com/dataset/atis); [ATIS_dataset](https://github.com/howl-anderson/ATIS_dataset) | 4978(Training set)+893(Testing set) | 微软提供的公开数据集 (Airline Travel Information System)，实现意图识别任务。 | [atis_intents](https://huggingface.co/datasets/fathyshalab/atis_intents) |



<details>
<summary>参考的数据来源,展开查看</summary>
<pre><code>

https://huggingface.co/datasets/fathyshalab/atis_intents
https://huggingface.co/datasets/generalization/conv_intent_Full-p_1
https://huggingface.co/datasets/banking77
https://huggingface.co/datasets/dipesh/Intent-Classification-large
https://huggingface.co/datasets/SetFit/amazon_massive_intent_en-US
https://huggingface.co/datasets/SetFit/amazon_massive_intent_zh-CN
https://huggingface.co/datasets/SetFit/amazon_massive_intent_zh-TW
https://huggingface.co/datasets/snips_built_in_intents
https://huggingface.co/datasets/zapsdcn/citation_intent
https://huggingface.co/datasets/ibm/vira-intents
https://huggingface.co/datasets/mteb/mtop_intent
https://huggingface.co/datasets/Bhuvaneshwari/intent_classification
https://huggingface.co/datasets/ibm/vira-intents-live
https://huggingface.co/datasets/ebrigham/nl_banking_intents
https://pan.baidu.com/s/19_oqY4bC_lJa_7Mc6lxU7w?pwd=v4bi
https://gitee.com/a2798063/SMP2019/tree/master

</code></pre>
</details>
