argilla/squad_v2

该数据集通过Argilla平台创建，包含一个配置文件`argilla.yaml`和与HuggingFace `datasets`库兼容的记录。数据集结构包括字段、问题、建议和注释指南，主要用于问答任务。数据集包含一个训练集，支持通过Argilla和HuggingFace的`datasets`库加载。This dataset was developed using the Argilla platform, and includes a configuration file `argilla.yaml` as well as records compatible with the HuggingFace `datasets` library. Its structure encompasses fields, questions, annotation suggestions and annotation guidelines, and it is primarily designed for question answering tasks. The dataset contains a training set, and supports loading via both the Argilla platform and the HuggingFace `datasets` library.

原始信息汇总

Dataset Card for squad_v2

Dataset Description

Dataset Summary

This dataset contains:

• A dataset configuration file named argilla.yaml.
• Dataset records compatible with HuggingFace datasets.
• Annotation guidelines used for building and curating the dataset.

Supported Tasks and Leaderboards

This dataset can be used for various NLP tasks depending on the configuration. There are no leaderboards associated with this dataset.

Languages

[More Information Needed]

Dataset Structure

Data in Argilla

The dataset includes:

• Fields: question and context, both of type TextField.
• Questions: answer, of type TextQuestion.
• Suggestions: Linked to existing questions, optional.
• Guidelines: Instructions for annotators.

Data Instances

Example of a dataset instance in Argilla:

json { "fields": { "context": "Beyoncé Giselle Knowles-Carter (/biːˈjɒnseɪ/ bee-YON-say) (born September 4, 1981) is an American singer, songwriter, record producer and actress. Born and raised in Houston, Texas, she performed in various singing and dancing competitions as a child, and rose to fame in the late 1990s as lead singer of R&B girl-group Destinys Child. Managed by her father, Mathew Knowles, the group became one of the worlds best-selling girl groups of all time. Their hiatus saw the release of Beyoncés debut album, Dangerously in Love (2003), which established her as a solo artist worldwide, earned five Grammy Awards and featured the Billboard Hot 100 number-one singles "Crazy in Love" and "Baby Boy".", "question": "When did Beyonce start becoming popular?" }, "metadata": { "split": "train" }, "responses": [ { "status": "submitted", "values": { "answer": { "value": "in the late 1990s" } } } ], "suggestions": [] }

Example in HuggingFace datasets:

json { "answer": [ { "status": "submitted", "user_id": null, "value": "in the late 1990s" } ], "answer-suggestion": null, "answer-suggestion-metadata": { "agent": null, "score": null, "type": null }, "context": "Beyoncé Giselle Knowles-Carter (/biːˈjɒnseɪ/ bee-YON-say) (born September 4, 1981) is an American singer, songwriter, record producer and actress. Born and raised in Houston, Texas, she performed in various singing and dancing competitions as a child, and rose to fame in the late 1990s as lead singer of R&B girl-group Destinys Child. Managed by her father, Mathew Knowles, the group became one of the worlds best-selling girl groups of all time. Their hiatus saw the release of Beyoncés debut album, Dangerously in Love (2003), which established her as a solo artist worldwide, earned five Grammy Awards and featured the Billboard Hot 100 number-one singles "Crazy in Love" and "Baby Boy".", "external_id": null, "metadata": "{"split": "train"}", "question": "When did Beyonce start becoming popular?" }

Data Fields

• Fields:
  • question: TextField
  • context: TextField
• Questions:
  • answer: TextQuestion
• Suggestions:
  • (optional) answer-suggestion: text
• external_id: Optional field for external ID.

Data Splits

The dataset contains a single split: train.

搜集汇总

背景与挑战

背景概述

该数据集是一个基于SQuAD v2格式的问答数据集，包含约9.2万条训练样本，每条数据由问题、上下文和人工标注的答案组成。数据集内容主要聚焦于美国歌手碧昂丝的个人背景和职业生涯，用于训练和评估问答系统模型。