{
  "id": 430606,
  "title": "How many models can you ensemble?",
  "url": "/competitions/asl-fingerspelling/discussion/430606",
  "author_name": "nymfree",
  "post_date": "2023-08-10T12:36:35.424000",
  "votes": 2,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Curious to know how many models others can ensemble. I can barely squeeze in two models. I haven't found a way to reduce model size yet - trying pruning and friends</p>",
  "messages": [
    {
      "id": 2383573,
      "postDate": "2023-08-10T12:58:51.640Z",
      "content": "<p>If ensmeble could not provide engough gain, then larger model might be better choice..</p>",
      "rawMarkdown": "If ensmeble could not provide engough gain, then larger model might be better choice..",
      "votes": 4
    },
    {
      "id": 2398450,
      "postDate": "2023-08-19T17:26:40.697Z",
      "content": "<p>i theory the prediction of different CTC model are non-aligned.<br>\nI am not sure if you can just ensemble any models.</p>\n<p>you need to align the predictions of the of different models (at training or at inference)<br>\nas an example, consider:</p>\n<pre><code>truth: ABC\npredict 1: B\n</code></pre>\n<p>anyone has good results after just pure ensemble?</p>",
      "rawMarkdown": "i theory the prediction of different CTC model are non-aligned.\nI am not sure if you can just ensemble any models.\n\nyou need to align the predictions of the of different models (at training or at inference)\nas an example, consider:\n\n```\ntruth: ABC\npredict 1: _AA___B_CC____\npredict 2: _A_______B__C__\n```\n\nanyone has good results after just pure ensemble?",
      "votes": 2
    },
    {
      "id": 2383543,
      "postDate": "2023-08-10T12:36:35.423Z",
      "content": "<p>Curious to know how many models others can ensemble. I can barely squeeze in two models. I haven't found a way to reduce model size yet - trying pruning and friends</p>",
      "rawMarkdown": "Curious to know how many models others can ensemble. I can barely squeeze in two models. I haven't found a way to reduce model size yet - trying pruning and friends",
      "votes": 2
    }
  ],
  "comments": [
    {
      "id": 2383573,
      "author_name": "gezi",
      "author_url": "",
      "post_date": "2023-08-10T12:58:51.640000",
      "content": "<p>If ensmeble could not provide engough gain, then larger model might be better choice..</p>",
      "votes": 4,
      "replies": []
    },
    {
      "id": 2398450,
      "author_name": "hengck23",
      "author_url": "",
      "post_date": "2023-08-19T17:26:40.697000",
      "content": "<p>i theory the prediction of different CTC model are non-aligned.<br>\nI am not sure if you can just ensemble any models.</p>\n<p>you need to align the predictions of the of different models (at training or at inference)<br>\nas an example, consider:</p>\n<pre><code>truth: ABC\npredict 1: B\n</code></pre>\n<p>anyone has good results after just pure ensemble?</p>",
      "votes": 2,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2383573": "If ensmeble could not provide engough gain, then larger model might be better choice..",
    "2398450": "i theory the prediction of different CTC model are non-aligned.\nI am not sure if you can just ensemble any models.\n\nyou need to align the predictions of the of different models (at training or at inference)\nas an example, consider:\n\n```\ntruth: ABC\npredict 1: _AA___B_CC____\npredict 2: _A_______B__C__\n```\n\nanyone has good results after just pure ensemble?",
    "2383543": "Curious to know how many models others can ensemble. I can barely squeeze in two models. I haven't found a way to reduce model size yet - trying pruning and friends"
  }
}