{
  "fetched_at": "2026-10-19T23:13:41Z",
  "source_url": "https://www.kaggle.com/competitions/gamers-negative-chat-recognition/data",
  "pages": [
    {
      "name": "data-description",
      "content": "## Files\n\n*   **train.csv** - the training set\n*   **test.csv** - the test set\n*   **sample_submission.csv** - a sample submission file in the correct format\n\n## Columns\n\n*   `qid` - definition of text_id\n*   `text` - chat text\n*   `label` - marked negative",
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      "name": "Description",
      "content": "## Background\n\n        在当前流行的游戏中，不论是moba，竞速，休闲，还是FPS，消极言语严重影响着玩家的体验感受，比如对战中出现的演员、挂机、送人头、投降等类型的言语，解决好此类问题对于改善游戏体验环境越来越重要。\n\n        请通过自然语言处理相关方法，建立情感分析模型，识别属于消极的言语，给出每句话是否属于消极。\n\n        In today's popular games, whether mobA, racing, casual, or FPS, negative language has a serious impact on the player's experience, such as actors, hang-up, head sending, surrender, etc. Solving these problems is increasingly important to improve the game experience environment.\n       \n        Please use natural language processing methods to establish an emotion analysis model to identify negative speech and give whether each sentence is negative.\n\n## Rules\n\n        我们抽取了某游戏部分公开言语数据，每条记录包括了言语内容本身和对应的标签（正常和消极，共两个类型）。\n\n        共有一个训练集，您可以基于该训练集训练你的模型和调整您的模型参数，该数据集有对应的标签，并会提供给每位参赛选手，如train_data.txt所示\n\n        We extracted public speech data from a part of the game, and each record included the speech content itself and the corresponding label (normal and negative, two types in total).\n\n        There is a training set based on which you can train your model and adjust your model parameters. The data set has corresponding labels and will be provided to each contestant, as shown in train_data.txt",
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      "name": "Evaluation",
      "content": "你需要按如下格式提交分类结果，label为1是消极内容，为0不是。我们用F-score进行评分。\n\nYou should submit a csv to determine which is negative or abuse chating. The negative one label as 1 while the other label as 0. We calculate the score with F-score.\n\n**submission.csv**\n```\nqid,label\n200001,0\n200002,1\n200003,0\n200004,1\n200005,0\n```",
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    {
      "name": "rules",
      "content": "This is a page where you can include rules that participants must accept before joining. You may wish to include rules like:\n\n - 不要作弊！\n - 尽力而为！\n - 开心就好！\n - Don't cheat!\n - Apply yourself!\n - Have fun!",
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