{
  "id": 579643,
  "title": "How Much Can Unlabeled Training Soundscapes Improve the Score?",
  "url": "/competitions/birdclef-2025/discussion/579643",
  "author_name": "",
  "post_date": "2025-05-19T09:19:08.795792700Z",
  "votes": 1,
  "comment_count": 4,
  "views": 0,
  "content": "<p>I was impressed by the top solution from the BirdCLEF2024—it appears that leveraging unlabeled soundscapes significantly boosted their leaderboard score. Have you experimented with using the unlabeled soundscapes? If so, how much improvement did you observe in your LB score?</p>\n<p>My recent experiments demonstrate that incorporating additional unlabeled data is effective, improving my leaderboard score from <code>0.868</code> to <code>0.876</code>.</p>",
  "messages": [
    {
      "id": "3205072",
      "postDate": "05/19/2025 09:19:08",
      "content": "<p>I was impressed by the top solution from the BirdCLEF2024—it appears that leveraging unlabeled soundscapes significantly boosted their leaderboard score. Have you experimented with using the unlabeled soundscapes? If so, how much improvement did you observe in your LB score?</p>\n<p>My recent experiments demonstrate that incorporating additional unlabeled data is effective, improving my leaderboard score from <code>0.868</code> to <code>0.876</code>.</p>",
      "rawMarkdown": "I was impressed by the top solution from the BirdCLEF2024—it appears that leveraging unlabeled soundscapes significantly boosted their leaderboard score. Have you experimented with using the unlabeled soundscapes? If so, how much improvement did you observe in your LB score?\n\nMy recent experiments demonstrate that incorporating additional unlabeled data is effective, improving my leaderboard score from `0.868` to `0.876`.",
      "votes": null
    },
    {
      "id": "3205266",
      "postDate": "05/19/2025 15:10:55",
      "content": "<p>For me, LB 0.7x -&gt; around 0.79, i did't remember exactly</p>",
      "rawMarkdown": "For me, LB 0.7x -> around 0.79, i did't remember exactly",
      "votes": null
    },
    {
      "id": "3207044",
      "postDate": "05/22/2025 06:28:05",
      "content": "<p>Excuse me,did you use pseudo label?</p>",
      "rawMarkdown": "Excuse me,did you use pseudo label?",
      "votes": null
    },
    {
      "id": "3207063",
      "postDate": "05/22/2025 07:05:55",
      "content": "<p>yes, i use</p>",
      "rawMarkdown": "yes, i use",
      "votes": null
    },
    {
      "id": "3209138",
      "postDate": "05/25/2025 09:49:17",
      "content": "<p>How do you use additional data? Can you explain more details?</p>",
      "rawMarkdown": "How do you use additional data? Can you explain more details?",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 3205266,
      "author_name": "junhanzangai",
      "author_url": "",
      "post_date": "05/19/2025 15:10:55",
      "content": "<p>For me, LB 0.7x -&gt; around 0.79, i did't remember exactly</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3207044,
      "author_name": "yunsuxiaozi",
      "author_url": "",
      "post_date": "05/22/2025 06:28:05",
      "content": "<p>Excuse me,did you use pseudo label?</p>",
      "votes": null,
      "replies": [
        {
          "id": 3207063,
          "author_name": "fangsionfang",
          "author_url": "",
          "post_date": "05/22/2025 07:05:55",
          "content": "<p>yes, i use</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 3209138,
      "author_name": "shanzhong8",
      "author_url": "",
      "post_date": "05/25/2025 09:49:17",
      "content": "<p>How do you use additional data? Can you explain more details?</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3205072": "I was impressed by the top solution from the BirdCLEF2024—it appears that leveraging unlabeled soundscapes significantly boosted their leaderboard score. Have you experimented with using the unlabeled soundscapes? If so, how much improvement did you observe in your LB score?\n\nMy recent experiments demonstrate that incorporating additional unlabeled data is effective, improving my leaderboard score from `0.868` to `0.876`.",
    "3205266": "For me, LB 0.7x -> around 0.79, i did't remember exactly",
    "3207044": "Excuse me,did you use pseudo label?",
    "3207063": "yes, i use",
    "3209138": "How do you use additional data? Can you explain more details?"
  },
  "source": "meta"
}