{"id":2063,"date":"2026-05-11T21:24:31","date_gmt":"2026-05-11T13:24:31","guid":{"rendered":"https:\/\/dianshudata.com\/story\/2026\/05\/11\/xiaohongshu-full-note-dataset\/"},"modified":"2026-05-11T21:24:33","modified_gmt":"2026-05-11T13:24:33","slug":"xiaohongshu-full-note-dataset","status":"publish","type":"post","link":"https:\/\/dianshudata.com\/story\/2026\/05\/11\/xiaohongshu-full-note-dataset\/","title":{"rendered":"\u5c0f\u7ea2\u4e66\u5168\u91cf\u7b14\u8bb0\u6570\u636e\u96c6\uff08\u542b\u6807\u9898\u3001\u6b63\u6587\u3001\u6807\u7b7e\u3001\u4e92\u52a8\u91cf\u3001\u56fe\u7247\u7b49\uff09\uff0c\u53ef\u7528\u4e8eNLP\u3001\u63a8\u8350\u7b97\u6cd5\u3001\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u7206\u6b3e\u6587\u7ae0\u751f\u6210\u3001\u7cbe\u51c6\u8425\u9500\u4e0e\u5e02\u573a\u5206\u6790"},"content":{"rendered":"<p>\u968f\u7740 \u5c0f\u7ea2\u4e66 \u9010\u6e10\u6210\u4e3a\u5e74\u8f7b\u4eba\u83b7\u53d6\u751f\u6d3b\u65b9\u5f0f\u7075\u611f\u3001\u8d2d\u7269\u51b3\u7b56\u4e0e\u793e\u4ea4\u5206\u4eab\u7684\u91cd\u8981\u5e73\u53f0\uff0c\u5176\u7528\u6237\u751f\u4ea7\u7684\u5185\u5bb9\uff08UGC\uff09\u5728 \u6587\u672c\u8d28\u91cf\u3001\u914d\u56fe\u7f8e\u611f\u3001\u4e92\u52a8\u70ed\u5ea6 \u7b49\u65b9\u9762\uff0c\u90fd\u5177\u6709\u6781\u9ad8\u7684\u5206\u6790\u4e0e\u5efa\u6a21\u4ef7\u503c\u3002<br \/>\n&#8230;<\/p>\n<h1>\u5c0f\u7ea2\u4e66\u5168\u91cf\u7b14\u8bb0\u6570\u636e\u96c6\uff08\u542b\u6807\u9898\u3001\u6b63\u6587\u3001\u6807\u7b7e\u3001\u4e92\u52a8\u91cf\u3001\u56fe\u7247\u7b49\uff09\uff0c\u53ef\u7528\u4e8eNLP\u3001\u63a8\u8350\u7b97\u6cd5\u3001\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u7206\u6b3e\u6587\u7ae0\u751f\u6210\u3001\u7cbe\u51c6\u8425\u9500\u4e0e\u5e02\u573a\u5206\u6790<\/h1>\n<p>\u968f\u7740 <strong>\u5c0f\u7ea2\u4e66<\/strong> \u9010\u6e10\u6210\u4e3a\u5e74\u8f7b\u4eba\u83b7\u53d6\u751f\u6d3b\u65b9\u5f0f\u7075\u611f\u3001\u8d2d\u7269\u51b3\u7b56\u4e0e\u793e\u4ea4\u5206\u4eab\u7684\u91cd\u8981\u5e73\u53f0\uff0c\u5176\u7528\u6237\u751f\u4ea7\u7684\u5185\u5bb9\uff08UGC\uff09\u5728 <strong>\u6587\u672c\u8d28\u91cf\u3001\u914d\u56fe\u7f8e\u611f\u3001\u4e92\u52a8\u70ed\u5ea6<\/strong> \u7b49\u65b9\u9762\uff0c\u90fd\u5177\u6709\u6781\u9ad8\u7684\u5206\u6790\u4e0e\u5efa\u6a21\u4ef7\u503c\u3002<br \/>\n\u65e0\u8bba\u662f <strong>\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4eba\u5458<\/strong> \u3001 <strong>\u6570\u636e\u79d1\u5b66\u5bb6<\/strong> \uff0c\u8fd8\u662f <strong>\u65b0\u5a92\u4f53\u8fd0\u8425\u56e2\u961f<\/strong> \u3001 <strong>\u54c1\u724c\u8425\u9500\u65b9<\/strong> \uff0c\u90fd\u53ef\u4ee5\u4ece\u5c0f\u7ea2\u4e66\u5185\u5bb9\u6570\u636e\u4e2d\u63d0\u70bc\u51fa\u6709\u4ef7\u503c\u7684\u4fe1\u606f<\/p>\n<ul>\n<li>\n<p><strong>NLP \u9886\u57df<\/strong> \uff1a\u6d77\u91cf\u9ad8\u8d28\u91cf\u7684\u4e2d\u6587\u77ed\u6587+\u957f\u6587\u6df7\u5408\u6587\u672c\uff0c\u8986\u76d6\u591a\u79cd\u8bdd\u9898\u3001\u5199\u4f5c\u98ce\u683c\u4e0e\u6807\u7b7e\u4f53\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u63a8\u8350\u7cfb\u7edf\u4e0e\u4e2a\u6027\u5316\u5206\u53d1<\/strong> \uff1a\u5e26\u6709\u7528\u6237\u753b\u50cf\u4e0e\u4e92\u52a8\u884c\u4e3a\u7684\u6570\u636e\uff0c\u6709\u52a9\u4e8e\u8bad\u7ec3\u7cbe\u51c6\u7684\u63a8\u8350\u7b97\u6cd5\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5185\u5bb9\u521b\u4f5c\u4e0e\u7206\u6b3e\u751f\u6210<\/strong> \uff1a\u5206\u6790\u9ad8\u4e92\u52a8\u7b14\u8bb0\u7684\u6587\u6848\u4e0e\u914d\u56fe\u6a21\u5f0f\uff0c\u4e3a AI \u751f\u6210\u5668\u63d0\u4f9b\u4f18\u8d28\u53c2\u8003\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5e02\u573a\u4e0e\u8206\u60c5\u5206\u6790<\/strong> \uff1a\u57fa\u4e8e\u65f6\u95f4\u3001\u5730\u57df\u3001\u4e92\u52a8\u91cf\u7b49\u7ef4\u5ea6\u8fdb\u884c\u8d8b\u52bf\u8ffd\u8e2a\u4e0e\u7ade\u54c1\u76d1\u63a7\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u672c\u6570\u636e\u96c6\u662f\u4e3a\u4ee5\u4e0a\u9700\u6c42\u800c\u6574\u7406\u7684\u7ed3\u6784\u5316\u7248\u672c\uff0c\u53ef\u5e2e\u52a9\u5927\u5bb6\u51cf\u5c11\u6536\u96c6\u6570\u636e\u7684\u65f6\u95f4\uff0c\u52a9\u529b\u9879\u76ee\u5feb\u901f\u843d\u5730\u3002<\/p>\n<h3>\u5b57\u6bb5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u5b57\u6bb5\u540d<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u793a\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>title<\/code><\/td>\n<td>\u7b14\u8bb0\u6807\u9898<\/td>\n<td>\u201c\u662f\u96e8\u6c34\u8fd8\u662f\u6851\u5ef6\u7684\u773c\u6cea\u201d<\/td>\n<\/tr>\n<tr>\n<td><code>content<\/code><\/td>\n<td>\u7b14\u8bb0\u6b63\u6587\uff08\u542b emoji \u4e0e\u683c\u5f0f\uff09<\/td>\n<td>\u201c\u591a\u8ba8\u538c\u7684\u96e8\u5929\uff0c\u603b\u8ba9\u4eba\u60f3\u8d77\u90a3\u753b\u9762\u2026\u201d<\/td>\n<\/tr>\n<tr>\n<td><code>content_xml<\/code><\/td>\n<td>\u7f51\u9875\u6e90\u7801\u5185\u5bb9<\/td>\n<td><code>&lt;div class=\"note-content\"&gt;...&lt;\/div&gt;<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>tags<\/code><\/td>\n<td>\u6807\u7b7e\u5217\u8868<\/td>\n<td>\u201c#\u7535\u89c6\u5267 #\u8ffd\u5267\u201d<\/td>\n<\/tr>\n<tr>\n<td><code>like_count<\/code><\/td>\n<td>\u70b9\u8d5e\u6570<\/td>\n<td>356<\/td>\n<\/tr>\n<tr>\n<td><code>collection_count<\/code><\/td>\n<td>\u6536\u85cf\u6570<\/td>\n<td>128<\/td>\n<\/tr>\n<tr>\n<td><code>reply_count<\/code><\/td>\n<td>\u8bc4\u8bba\u6570<\/td>\n<td>45<\/td>\n<\/tr>\n<tr>\n<td><code>share_count<\/code><\/td>\n<td>\u5206\u4eab\u6570<\/td>\n<td>12<\/td>\n<\/tr>\n<tr>\n<td><code>pic_urls<\/code><\/td>\n<td>\u56fe\u7247 URL \u5217\u8868<\/td>\n<td>[\u591a\u5f20\u9ad8\u6e05\u56fe\u94fe\u63a5]<\/td>\n<\/tr>\n<tr>\n<td><code>user_name<\/code><\/td>\n<td>\u7528\u6237\u6635\u79f0<\/td>\n<td>\u201c\u6843\u7ea2\u7ea2\u7231\u7172\u5267\u201d<\/td>\n<\/tr>\n<tr>\n<td><code>user_profile_img_url<\/code><\/td>\n<td>\u7528\u6237\u5934\u50cf\u94fe\u63a5<\/td>\n<td>[\u5934\u50cf URL]<\/td>\n<\/tr>\n<tr>\n<td><code>followers_count<\/code><\/td>\n<td>\u7528\u6237\u7c89\u4e1d\u6570<\/td>\n<td>10<\/td>\n<\/tr>\n<tr>\n<td><code>ip_region<\/code><\/td>\n<td>IP \u5c5e\u5730<\/td>\n<td>\u201c\u5e7f\u4e1c\u201d<\/td>\n<\/tr>\n<tr>\n<td><code>ctime<\/code><\/td>\n<td>\u7b14\u8bb0\u53d1\u5e03\u65f6\u95f4\uff08\u65f6\u95f4\u6233\uff09<\/td>\n<td>1739946410<\/td>\n<\/tr>\n<tr>\n<td><code>url<\/code><\/td>\n<td>\u7b14\u8bb0\u539f\u6587\u94fe\u63a5<\/td>\n<td><a href=\"https:\/\/www.xiaohongshu.com\/\" title=\"\u5c0f\u7ea2\u4e66 - \u4f60\u7684\u751f\u6d3b\u5174\u8da3\u793e\u533a\">\u5c0f\u7ea2\u4e66 &#8211; \u4f60\u7684\u751f\u6d3b\u5174\u8da3\u793e\u533a<\/a>&#8230;<\/td>\n<\/tr>\n<tr>\n<td>\u83b7\u53d6\u65b9\u5f0f<\/td>\n<td>\u6837\u4f8b<\/td>\n<td><a href=\"https:\/\/dianshudata.com\/dataDetail\/13711\">https:\/\/dianshudata.com\/dataDetail\/13711<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5e94\u7528\u573a\u666f\u8be6\u89e3<\/h3>\n<h4>1. NLP \u4e0e\u6587\u672c\u5206\u6790\uff08\u5177\u4f53\u5e94\u7528\u793a\u4f8b\uff09<\/h4>\n<h5><strong>\u60c5\u611f\u5206\u6790<\/strong><\/h5>\n<p>\u57fa\u4e8e\u7b14\u8bb0\u7684\u6b63\u6587\u548c\u6807\u7b7e\uff0c\u5229\u7528\u6709\u76d1\u7763\u5b66\u4e60\u6216\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982BERT\u3001RoBERTa\uff09\u6765\u8bc6\u522b\u7528\u6237\u60c5\u611f\u503e\u5411\u3002<\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u793a\u4f8b\uff1a\u6784\u5efa\u4e09\u5206\u7c7b\u6a21\u578b\uff08\u79ef\u6781\u3001\u4e2d\u6027\u3001\u6d88\u6781\uff09\uff0c\u5e2e\u52a9\u54c1\u724c\u5224\u65ad\u7528\u6237\u5bf9\u4ea7\u54c1\u6216\u4e8b\u4ef6\u7684\u6001\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5e94\u7528\uff1a\u5229\u7528\u6807\u7b7e\u4e2d\u7684\u60c5\u611f\u5173\u952e\u8bcd\u548c\u6b63\u6587\u4e2d\u5305\u542b\u7684emoji\u3001\u8bed\u6c14\u8bcd\u589e\u5f3a\u60c5\u611f\u7279\u5f81\u8868\u8fbe\u3002<\/p>\n<\/li>\n<\/ul>\n<h5><strong>\u8bdd\u9898\u5206\u7c7b<\/strong><\/h5>\n<p>\u901a\u8fc7\u5bf9\u6807\u7b7e\u548c\u6b63\u6587\u6587\u672c\u8fdb\u884c\u7279\u5f81\u62bd\u53d6\uff08TF-IDF\u3001\u8bcd\u5411\u91cf\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u7f16\u7801\uff09\uff0c\u8bad\u7ec3\u591a\u7c7b\u522b\u6587\u672c\u5206\u7c7b\u6a21\u578b\uff0c\u5b9e\u73b0\u81ea\u52a8\u8bc6\u522b\u7b14\u8bb0\u6240\u5c5e\u7684\u4e3b\u9898\u7c7b\u522b\uff08\u5982\u7f8e\u5986\u3001\u65c5\u884c\u3001\u7f8e\u98df\u3001\u5f71\u89c6\u7b49\uff09\u3002<\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u793a\u4f8b\uff1a\u4e3a\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\u63d0\u4f9b\u51c6\u786e\u7684\u5185\u5bb9\u6807\u7b7e\uff0c\u63d0\u9ad8\u63a8\u8350\u7cbe\u51c6\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u65b9\u6cd5\u5efa\u8bae\uff1a\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6587\u672c\u5206\u7c7b\u7f51\u7edc\uff08\u5982TextCNN\u3001Transformer\uff09\u7ed3\u5408\u6807\u7b7e\u8f85\u52a9\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<\/ul>\n<h5><strong>\u5173\u952e\u8bcd\u63d0\u53d6<\/strong><\/h5>\n<p>\u5206\u6790\u7206\u6b3e\u7b14\u8bb0\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u5173\u952e\u8bcd\u3001\u77ed\u8bed\u53ca\u7279\u6b8a\u7b26\u53f7\uff08\u5982emoji\uff09\uff0c\u63d0\u70bc\u51fa\u9ad8\u9891\u70ed\u8bcd\u548c\u5185\u5bb9\u4eae\u70b9\u3002<\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u793a\u4f8b\uff1a\u57fa\u4e8eTF-IDF\u3001TextRank\u6216\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u6a21\u578b\uff0c\u63d0\u53d6\u5173\u952e\u6807\u7b7e\u8bcd\u6c47\uff0c\u8f85\u52a9\u8fd0\u8425\u4eba\u5458\u8bbe\u8ba1\u7206\u6b3e\u8bdd\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u7279\u8272\u6316\u6398\uff1a\u7ed3\u5408\u70b9\u8d5e\u91cf\u3001\u6536\u85cf\u91cf\u6743\u91cd\uff0c\u7b5b\u9009\u4e92\u52a8\u9ad8\u7684\u5173\u952e\u8bcd\uff0c\u6355\u6349\u7528\u6237\u5173\u6ce8\u70ed\u70b9\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u63a8\u8350\u7b97\u6cd5\u4e0e\u4e2a\u6027\u5316\u5206\u53d1\uff08\u5177\u4f53\u5e94\u7528\u793a\u4f8b\uff09<\/h4>\n<h5><strong>\u7528\u6237\u5174\u8da3\u753b\u50cf\u6784\u5efa<\/strong><\/h5>\n<p>\u901a\u8fc7\u6574\u5408\u7528\u6237\u53d1\u5e03\u7b14\u8bb0\u7684\u6807\u7b7e\u3001\u6b63\u6587\u4e3b\u9898\u3001\u4e92\u52a8\u884c\u4e3a\uff08\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u8bc4\u8bba\uff09\u3001\u4ee5\u53ca\u5730\u57df\u5206\u5e03\u7b49\u4fe1\u606f\uff0c\u6784\u5efa\u591a\u7ef4\u5ea6\u7684\u7528\u6237\u5174\u8da3\u7279\u5f81\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u6570\u636e\u5229\u7528<\/strong> \uff1a\u5229\u7528\u6807\u7b7e\u5173\u952e\u8bcd\u7edf\u8ba1\u7528\u6237\u5173\u6ce8\u7684\u9886\u57df\uff0c\u7ed3\u5408\u4e92\u52a8\u9891\u7387\u6743\u91cd\uff0c\u5f62\u6210\u5174\u8da3\u504f\u597d\u5411\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5730\u57df\u5206\u5e03<\/strong> \uff1a\u6839\u636eIP\u5c5e\u5730\u5206\u6790\u533a\u57df\u5174\u8da3\u5dee\u5f02\uff0c\u5e2e\u52a9\u5b9e\u73b0\u5730\u57df\u4e2a\u6027\u5316\u63a8\u8350\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b9e\u73b0\u65b9\u5f0f<\/strong> \uff1a\u53ef\u4f7f\u7528\u77e9\u9635\u5206\u89e3\uff08MF\uff09\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6216\u57fa\u4e8eTransformer\u7684\u7528\u6237\u884c\u4e3a\u7f16\u7801\u6a21\u578b\uff0c\u878d\u5408\u591a\u6e90\u7279\u5f81\u63d0\u5347\u7528\u6237\u753b\u50cf\u7cbe\u51c6\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<h5><strong>\u70ed\u95e8\u5185\u5bb9\u9884\u6d4b<\/strong><\/h5>\n<p>\u5229\u7528\u7b14\u8bb0\u53d1\u5e03\u521d\u671f\u7684\u4e92\u52a8\u6570\u636e\uff08\u5982\u9996\u5c0f\u65f6\u70b9\u8d5e\u6570\u3001\u6536\u85cf\u6570\u3001\u8bc4\u8bba\u6570\uff09\u4f5c\u4e3a\u7279\u5f81\uff0c\u7ed3\u5408\u6587\u672c\u548c\u7528\u6237\u753b\u50cf\u4fe1\u606f\uff0c\u9884\u6d4b\u8be5\u7b14\u8bb0\u672a\u6765\u662f\u5426\u4f1a\u6210\u4e3a\u7206\u6b3e\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u6a21\u578b\u9009\u62e9<\/strong> \uff1a\u53ef\u4ee5\u91c7\u7528\u5206\u7c7b\u6a21\u578b\uff08\u5982XGBoost\u3001LightGBM\u3001\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff09\u5bf9\u7b14\u8bb0\u7684\u7206\u6b3e\u6f5c\u529b\u8fdb\u884c\u4e8c\u5206\u7c7b\u9884\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7279\u5f81\u8bbe\u8ba1<\/strong> \uff1a\u6587\u672c\u60c5\u611f\u5206\u6570\u3001\u5173\u952e\u8bcd\u70ed\u5ea6\u3001\u7528\u6237\u6d3b\u8dc3\u5ea6\u3001\u5386\u53f2\u7206\u6b3e\u6807\u7b7e\u7b49\uff0c\u5747\u53ef\u4f5c\u4e3a\u91cd\u8981\u8f93\u5165\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5e94\u7528\u4ef7\u503c<\/strong> 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