{
  "id": 217914,
  "title": "label smoothing",
  "url": "/competitions/rfcx-species-audio-detection/discussion/217914",
  "author_name": "",
  "post_date": "2021-02-08T18:17:00.184107400Z",
  "votes": 1,
  "comment_count": 2,
  "views": 0,
  "content": "<p>did Anyone try to use label smoothing in this competition ???<br>\nIs it a good idea?? 🤔</p>",
  "messages": [
    {
      "id": "1191861",
      "postDate": "02/08/2021 18:17:00",
      "content": "<p>did Anyone try to use label smoothing in this competition ???<br>\nIs it a good idea?? 🤔</p>",
      "rawMarkdown": "did Anyone try to use label smoothing in this competition ???\nIs it a good idea?? 🤔",
      "votes": null
    },
    {
      "id": "1191920",
      "postDate": "02/08/2021 19:17:22",
      "content": "<p>For me, it improved CV but didn't see any impact on LB.</p>",
      "rawMarkdown": "For me, it improved CV but didn't see any impact on LB.",
      "votes": null
    },
    {
      "id": "1193068",
      "postDate": "02/09/2021 12:45:37",
      "content": "<p>Label smoothing makes sense since data is noisy, although we couldn't really make it work</p>",
      "rawMarkdown": "Label smoothing makes sense since data is noisy, although we couldn't really make it work",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1191920,
      "author_name": "tugstugi",
      "author_url": "",
      "post_date": "02/08/2021 19:17:22",
      "content": "<p>For me, it improved CV but didn't see any impact on LB.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1193068,
      "author_name": "theoviel",
      "author_url": "",
      "post_date": "02/09/2021 12:45:37",
      "content": "<p>Label smoothing makes sense since data is noisy, although we couldn't really make it work</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1191861": "did Anyone try to use label smoothing in this competition ???\nIs it a good idea?? 🤔",
    "1191920": "For me, it improved CV but didn't see any impact on LB.",
    "1193068": "Label smoothing makes sense since data is noisy, although we couldn't really make it work"
  },
  "source": "meta"
}