five

sentence-transformers/wikianswers-duplicates

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Hugging Face2024-05-01 更新2024-06-12 收录
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资源简介:
--- language: - en multilinguality: - monolingual size_categories: - 100M<n<1B task_categories: - feature-extraction - sentence-similarity pretty_name: WikiAnswers Duplicate Questions tags: - sentence-transformers dataset_info: config_name: pair features: - name: anchor dtype: string - name: positive dtype: string splits: - name: train num_bytes: 78825722188 num_examples: 761379586 download_size: 33891162136 dataset_size: 78825722188 configs: - config_name: pair data_files: - split: train path: pair/train-* --- # Dataset Card for WikiAnswers Duplicate Questions This dataset contains duplicate questions from the [WikiAnswers Corpus](https://github.com/afader/oqa#wikianswers-corpus), formatted to be easily used with Sentence Transformers to train embedding models. ## Dataset Subsets ### `pair` subset * Columns: "anchor", "positive" * Column types: `str`, `str` * Examples: ```python { 'anchor': 'How many calories is in a handful of strawberries?', 'positive': 'How many calories are in a strawberry popsickles?', } ``` * Collection strategy: Reading the WikiAnswers dataset from [embedding-training-data](https://huggingface.co/datasets/sentence-transformers/embedding-training-data), which has lists of duplicate questions. I've considered all adjacent questions as a positive pair, plus the last and first caption. So, e.g. 5 duplicate questions results in 5 duplicate pairs. * Deduplified: No
提供机构:
sentence-transformers
原始信息汇总

WikiAnswers Duplicate Questions 数据集概述

基本信息

  • 语言: 英语
  • 多语言性: 单语种
  • 数据集大小: 100M<n<1B
  • 任务类别: 特征提取, 句子相似度
  • 标签: sentence-transformers

数据集详情

  • 配置名称: pair
  • 特征:
    • anchor: 字符串类型
    • positive: 字符串类型
  • 分割:
    • 训练集:
      • 字节数: 78825722188
      • 样本数: 761379586
  • 下载大小: 33891162136
  • 数据集大小: 78825722188

数据集子集

pair 子集

  • : "anchor", "positive"

  • 列类型: 字符串, 字符串

  • 示例: python { anchor: How many calories is in a handful of strawberries?, positive: How many calories are in a strawberry popsickles?, }

  • 收集策略: 从 embedding-training-data 读取 WikiAnswers 数据集,该数据集包含重复问题列表。将所有相邻问题视为正样本对,加上最后一个和第一个标题。例如,5个重复问题形成5个重复对。

  • 去重: 否

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