{"id":1306,"date":"2025-09-26T12:58:02","date_gmt":"2025-09-26T03:58:02","guid":{"rendered":"https:\/\/peko.moe\/?p=1306"},"modified":"2026-04-12T14:11:06","modified_gmt":"2026-04-12T05:11:06","slug":"%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86%e7%89%b9%e8%ab%96","status":"publish","type":"post","link":"https:\/\/peko.moe\/?p=1306","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7279\u8ad6"},"content":{"rendered":"\n<!--more-->\n\n\n\n<h1 class=\"wp-block-heading\">20250926_\u8a9e\u306e\u30d9\u30af\u30c8\u30eb<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6cd5\uff11\u5358\u7d14\u306b\u6570\u3092\u6570\u3048\u308b<\/h3>\n\n\n\n<p>\u5468\u8fba\u306e\u8a9e\u306e\u6570\u3092\u6570\u3048\u3066\u3001\u30d9\u30af\u30c8\u30eb\u5316<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"431\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-1024x431.png\" alt=\"\" class=\"wp-image-1307\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-1024x431.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-300x126.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-768x323.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image.png 1368w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6cd5\uff12\u5468\u8fba\u306e\u8a9e\u3092\u4e88\u6e2c\u3059\u308b(GOOD)<\/h3>\n\n\n\n<p>\u7528NN\u8bad\u7ec3\u51fa\u6765\u7684<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">word2vec<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\">\u6587\u306e\u30d9\u30af\u30c8\u30eb\u5316<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306e\u53ef\u8996\u5316<br><\/h2>\n\n\n\n<h1 class=\"wp-block-heading\">20251003<\/h1>\n\n\n\n<p>GenAI-ML_2025\u91cc\u9762\u7528\u5497text-generation\uff0c\u4eca\u6b21\u8981\u7528fill-mask<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Seq2Seq\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>\u6587\u5b57\u5217\u2192\u30e2\u30c7\u30eb\u2192\u6587\u5b57\u5217<\/p>\n\n\n\n<p>one-hot\u30d9\u30af\u30c8\u30eb\u4f3c\u4e4e\u76f8\u5f53\u4e8etoken_id<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"519\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-3-1024x519.png\" alt=\"\" class=\"wp-image-1332\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-3-1024x519.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-3-300x152.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-3-768x390.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-3.png 1246w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e00\u822c\u306eNN\u306f\u5165\u529b\u3068\u51fa\u529b\u306e\u9577\u3055\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u90e8\u5206\u4efb\u52a1\u591f\u7528\uff0c\u4e8e\u662f\u9700\u8981<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(RNN)<\/h2>\n\n\n\n<p>token\u63a5\u9f99<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"394\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-4-1024x394.png\" alt=\"\" class=\"wp-image-1337\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-4-1024x394.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-4-300x115.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-4-768x296.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-4.png 1356w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">encoder-decoder\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u5165\u529b\u5217 \u2192 token\u2192 \u51fa\u529b\u5217<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"466\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-5-1024x466.png\" alt=\"\" class=\"wp-image-1339\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-5-1024x466.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-5-300x136.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-5-768x349.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-5.png 1262w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u901a\u8fc7rnn\u5b9e\u73b0\u7684encoder-decoder\u67b6\u6784<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RNN\u6b20\u70b9\uff1a\u6587\u982d\u4ed8\u8fd1\u306e\u60c5\u5831\u304c\u5931\u308f\u308c\u308b\u554f\u984c<\/h3>\n\n\n\n<p>\u968f\u7740\u8f93\u5165\u5217\u7684\u6269\u5f20\uff0c\u524d\u65b9\u7684\u6743\u91cd\u8d8a\u6765\u8d8a\u4f4e<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"393\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-6-1024x393.png\" alt=\"\" class=\"wp-image-1342\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-6-1024x393.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-6-300x115.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-6-768x295.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-6.png 1324w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u8f9e\u66f8\u5f15\u304d<\/h2>\n\n\n\n<p>\u83b7\u5f97\u4e0d\u8ba4\u8bc6\u7684\u5355\u8bcd\u7684\u610f\u601d\u7684\u65b9\u6cd5\uff0c\u4e5f\u662f\u5b9e\u73b0attention\u673a\u6784\u7684\u65b9\u6cd5<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"648\" height=\"460\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-7.png\" alt=\"\" class=\"wp-image-1346\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-7.png 648w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-7-300x213.png 300w\" sizes=\"auto, (max-width: 648px) 100vw, 648px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30af\u30ed\u30b9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3<\/h2>\n\n\n\n<p>\u51fa\u529b\u5074\u304b\u3089\u5165\u529b\u5217\u306b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30bb\u30eb\u30d5\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3<\/h2>\n\n\n\n<p>\u5165\u529b\u5074\u304b\u3089\u81ea\u5206\u305f\u3061\u81ea\u8eab\u306b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u306e\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3<\/h2>\n\n\n\n<p>L\u500b\u306e\u8f9e\u66f8\u3092\u4f75\u7528\uff08\u591a\u79cd\u201c\u7c7b\u4f3c\u201d\u4e4b\u95f4\u6709\u72ec\u7acb\u6027\u95ee\u9898\uff0c\u8fd8\u5728\u53d1\u5c55\u4e2d\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer<\/h2>\n\n\n\n<h1 class=\"wp-block-heading\">20251010<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u57fa\u790e<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">BERT<\/h2>\n\n\n\n<p>\u7528\u4e8e\u53d6\u5f97\u300c\u5f88\u5389\u5bb3\u7684 \u300d\u6587\u5168\u4f53\u306e\u30d9\u30af\u30c8\u30eb\uff0c\u56e0\u6b64\u53ea\u5305\u542bencoder<\/p>\n\n\n\n<p>\u53d6\u5f97\u7684\u5411\u91cf\u662f\uff08\u6d53\u7f29\uff09\u8fc7\u7684\uff0c\u56e0\u6b64bert\u64c5\u957f\u7a74\u57cb\u3081<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"466\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-21-1024x466.png\" alt=\"\" class=\"wp-image-1396\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-21-1024x466.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-21-300x137.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-21-768x350.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-21.png 1102w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">T5<\/h2>\n\n\n\n<p>\u5b8c\u6574\u7684transformer\u5b9e\u73b0\uff0c\u5305\u542b\u5b8c\u6574\u7684encode\u3001decode\u6d41\u7a0b<\/p>\n\n\n\n<p>\u8f93\u5165\u9700\u8981\u5305\u542btask\u9648\u8ff0<\/p>\n\n\n\n<p>\u610f\u4e49\u4e0d\u660e<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">GPT<\/h2>\n\n\n\n<p>\u4f3c\u4e4e\u4e5f\u662f\u4e00\u4e2a\u5411\u91cf\u751f\u6210\u5668\uff0c\u4f46\u662f\u53ea\u80fd\u751f\u6210\u4e00\u4e2a\u5168\u6587\u5411\u91cf<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u5236\u5fa1<\/h2>\n\n\n\n<p>top k: \u5728\u524dk\u4e2a\u6982\u7387\u6700\u5927\u7684\u7ed3\u679c\u4e2d\u9009\u53d6<\/p>\n\n\n\n<p>top p: \u5728\u7d2f\u8ba1\u6982\u7387\u5230\u8fbep\u65f6\u7684\u7ed3\u679c\u4e2d\u9009\u53d6<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">report: \u4ec0\u4e48\u90fd\u53ef\u4ee5\u6539\uff0c\u4ece\u591a\u6837\u6027\u548c\u6b63\u786e\u6027\u65b9\u9762\u8003\u5bdf\u4e00\u4e0b<\/h3>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">20251017<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6a5f\u68b0\u5b66\u7fd2<\/h1>\n\n\n\n<h1 class=\"wp-block-heading\">20251024<br>\u30d7\u30ed\u30f3\u30d7\u30c8\u5de5\u5b66\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u6587\u8108\u5185\u5b66\u7fd2<\/h2>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5165\u51fa\u529b\u4f8b\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">x-shot<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-36-1024x536.png\" alt=\"\" class=\"wp-image-1437\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-36-1024x536.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-36-300x157.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-36-768x402.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-36.png 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"541\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-37-1024x541.png\" alt=\"\" class=\"wp-image-1438\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-37-1024x541.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-37-300x159.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-37-768x406.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-37.png 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5bfe\u8a71\u5c65\u6b74\u306e\u5229\u7528<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"620\" height=\"336\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-38.png\" alt=\"\" class=\"wp-image-1439\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-38.png 620w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-38-300x163.png 300w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u8f93\u51fa\u8bc4\u4ef7<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"406\" height=\"230\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-39.png\" alt=\"\" class=\"wp-image-1440\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-39.png 406w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-39-300x170.png 300w\" sizes=\"auto, (max-width: 406px) 100vw, 406px\" \/><\/figure>\n\n\n\n<p>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3068BLEU\u304c\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u591a\u5024\u30e9\u30d9\u30eb\u5206\u985e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30af\u30ed\u5e73\u5747<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1014\" height=\"246\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-40.png\" alt=\"\" class=\"wp-image-1442\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-40.png 1014w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-40-300x73.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-40-768x186.png 768w\" sizes=\"auto, (max-width: 1014px) 100vw, 1014px\" \/><\/figure>\n\n\n\n<p>\u5404\u4e2alabel\u7684\u6743\u91cd\u662f\u4e00\u6837\u7684\uff0c\u6240\u4ee5\u5bb9\u6613\u53d7\u6781\u7aef\u503c\u5f71\u54cd<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30a4\u30af\u30ed\u5e73\u5747<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"109\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-41-1024x109.png\" alt=\"\" class=\"wp-image-1443\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-41-1024x109.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-41-300x32.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-41-768x82.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-41.png 1092w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u901a\u5e38\u306e\u591a\u5024\u30e9\u30d9\u30eb\u5206\u985e\u3067\u306f\u3001\u3053\u308c\u30893\u3064\u306e\u5024\u306f\u7b49\u3057\u304f\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" src=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-42-1024x428.png\" alt=\"\" class=\"wp-image-1444\" srcset=\"https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-42-1024x428.png 1024w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-42-300x125.png 300w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-42-768x321.png 768w, https:\/\/peko.moe\/wp-content\/uploads\/2025\/09\/image-42.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30c3\u30d1\u4fc2\u6570(\ud835\udf05)<\/h3>\n\n\n\n<p>\u8bc4\u4ef7\u4e0d\u540c\u6a21\u578b\u7684\u4e00\u81f4\u6027<\/p>\n\n\n\n<h1 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