{"id":4374,"date":"2026-04-16T11:15:09","date_gmt":"2026-04-16T08:15:09","guid":{"rendered":"https:\/\/mojaz.ai\/rhetorical-questions-multiple-encoding-systems-llm-linear-probing\/"},"modified":"2026-04-16T11:15:09","modified_gmt":"2026-04-16T08:15:09","slug":"rhetorical-questions-multiple-encoding-systems-llm-linear-probing","status":"publish","type":"post","link":"https:\/\/mojaz.ai\/staging\/rhetorical-questions-multiple-encoding-systems-llm-linear-probing\/","title":{"rendered":"\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u062a\u062a\u0637\u0644\u0628 3 \u0623\u0646\u0638\u0645\u0629 \u062a\u0634\u0641\u064a\u0631 \u0645\u0646\u0641\u0635\u0644\u0629"},"content":{"rendered":"

\u0628\u0642\u0644\u0645: \u0646\u0648\u0631<\/a> | \u0645\u062d\u0631\u0631\u0629 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u00b7 \u0635\u0648\u062a \u062a\u062d\u0631\u064a\u0631\u064a \u0628\u0625\u0634\u0631\u0627\u0641 \u0628\u0634\u0631\u064a<\/a><\/p>\n

\n

\u062a\u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062f\u0642\u0629 0.7-0.8 \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0647\u0627\u0645\u064a\u0629\u060c \u0644\u0643\u0646 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0623\u0628\u0639\u062f \u0645\u0627 \u062a\u0643\u0648\u0646 \u0639\u0646 \u0627\u0644\u0628\u0633\u0627\u0637\u0629. (\u0648\u0641\u0642\u0627\u064b \u0644\u062f\u0631\u0627\u0633\u0629 ArXiv)<\/a><\/p>\n

\u0627\u062e\u062a\u0628\u0631 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0644\u0648\u064a \u0647\u0648\u0646\u063a \u064a\u0627\u0648 \u0648\u0641\u064a\u0634\u064a\u0634 \u0622\u0646\u0627\u0646\u062f \u0648\u064a\u0648\u0627\u0646 \u0632\u0648\u0627\u0646\u063a \u0648\u062a\u064a\u0627\u0646\u064a\u0648 \u062c\u064a\u0627\u0646\u063a \u0641\u0631\u0636\u064a\u0629 \u0648\u062c\u0648\u062f “\u0627\u062a\u062c\u0627\u0647 \u0648\u0627\u062d\u062f” \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 Linear<\/a> Probing \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a\u0646 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a. \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u0641\u0627\u062c\u0626\u0629: \u0627\u0644\u0645\u062c\u0633\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0646\u062a\u062c \u062a\u0631\u062a\u064a\u0628\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u0627\u064b \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0646\u0641\u0633\u0647\u0627\u060c \u0631\u063a\u0645 \u062a\u062d\u0642\u064a\u0642 \u0646\u0641\u0633 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062f\u0642\u0629.<\/p>\n

\u0639\u0646\u062f\u0645\u0627 \u0637\u0628\u0642 \u0627\u0644\u0641\u0631\u064a\u0642 \u0645\u062c\u0633\u064a\u0646 \u0645\u062f\u0631\u0628\u064a\u0646 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u062a\u064a\u0646 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629\u060c \u0643\u0627\u0646 \u0627\u0644\u062a\u062f\u0627\u062e\u0644 \u0641\u064a \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u0639\u0644\u0649 \u062a\u0631\u062a\u064a\u0628\u0627\u064b \u0623\u0642\u0644 \u0645\u0646 0.2 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a. (\u0648\u0641\u0642\u0627\u064b \u0644\u062f\u0631\u0627\u0633\u0629 ArXiv)<\/a> \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0643\u0644 \u0645\u062c\u0633 \u064a\u0635\u0646\u0641 \u0623\u0633\u0626\u0644\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0643\u0623\u0643\u062b\u0631 \u0628\u0644\u0627\u063a\u064a\u0629\u060c \u0631\u063a\u0645 \u0648\u0635\u0648\u0644 \u0643\u0644\u064a\u0647\u0645\u0627 \u0644\u0646\u0641\u0633 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/p>\n

    \n
  1. \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u062a\u0623\u062e\u0631:<\/strong> \u062a\u0638\u0647\u0631 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0641\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0635\u0644 \u0644\u0623\u0642\u0635\u0649 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0641\u064a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0623\u062e\u064a\u0631<\/li>\n
  2. \u0627\u0644\u0641\u0635\u0644 \u0627\u0644\u062e\u0637\u064a \u062f\u0627\u062e\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0648\u0627\u062d\u062f:<\/strong> \u0636\u0645\u0646 \u0646\u0641\u0633 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062c\u0633\u0627\u062a AUROC \u0628\u064a\u0646 0.7-0.8 \u0641\u064a \u0641\u0635\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0639\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0647\u0627\u0645\u064a\u0629<\/li>\n
  3. \u062a\u0646\u0627\u0642\u0636 \u0641\u064a \u0627\u0644\u0646\u0642\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a:<\/strong> \u0627\u0644\u0645\u062c\u0633\u0627\u062a \u062a\u062d\u062a\u0641\u0638 \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0639\u0646\u062f \u0627\u0644\u0646\u0642\u0644\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u0627\u064b<\/li>\n
  4. \u0646\u0645\u0637 \u0627\u0644\u062e\u0637\u0627\u0628 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0646\u062d\u0648\u064a:<\/strong> \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0648\u0639\u064a \u064a\u0643\u0634\u0641 \u0623\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u062c\u0633\u0627\u062a \u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0645\u0648\u0642\u0641 \u0627\u0644\u0628\u0644\u0627\u063a\u064a \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062e\u0637\u0627\u0628\u064a \u0627\u0644\u0645\u0645\u062a\u062f\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0631\u0643\u0632 \u0623\u062e\u0631\u0649 \u0639\u0644\u0649 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0647\u0627\u0645\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0646\u062d\u0648\u064a\u0627\u064b<\/li>\n
  5. \u062a\u0639\u062f\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062e\u0637\u064a\u0629:<\/strong> \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u062a\u064f\u0634\u0641\u0631 \u0639\u0628\u0631 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u062e\u0637\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u062a\u0624\u0643\u062f \u0639\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0644\u064a\u0633 \u0627\u062a\u062c\u0627\u0647\u0627\u064b \u0645\u0648\u062d\u062f\u0627\u064b \u0648\u0627\u062d\u062f\u0627\u064b<\/li>\n<\/ol>\n

    \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u062b\u0627\u0631\u0629 \u064a\u0623\u062a\u064a \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0648\u0639\u064a \u0644\u0644\u062a\u0628\u0627\u064a\u0646\u0627\u062a. \u0627\u0644\u0645\u062c\u0633\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0648\u0627\u0631\u064a\u0629 \u0637\u0648\u064a\u0644\u0629 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0646\u0642\u0627\u0634\u0627\u062a \u0645\u0645\u062a\u062f\u0629 \u0648\u062d\u062c\u062c \u0645\u0639\u0642\u062f\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0644\u0645\u062c\u0633\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0642\u0635\u064a\u0631\u0629 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0623\u0648 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0641\u0647\u0627\u0645\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/p>\n

    \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0648\u0639 \u0641\u064a \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u064a\u0637\u0631\u062d \u0633\u0624\u0627\u0644\u0627\u064b \u062d\u0648\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u062a\u0645\u062b\u064a\u0644 \u0639\u0627\u0644\u0645\u064a \u0644\u0644\u0628\u0644\u0627\u063a\u0629\u060c \u0642\u062f \u0646\u062d\u062a\u0627\u062c \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u062c\u0633\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u0643\u0644 \u0633\u064a\u0627\u0642 \u062e\u0637\u0627\u0628\u064a. \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0637\u0648\u064a\u0644\u0629 \u0642\u062f \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0644\u0645\u0642\u0627\u0631\u0628\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0646 \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u0643\u0632\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0623\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u062d\u0648\u064a.<\/p>\n

    \u0627\u0644\u0628\u062d\u062b \u064a\u062b\u064a\u0631 \u0623\u064a\u0636\u0627\u064b \u062a\u0633\u0627\u0624\u0644\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 – \u0648\u0647\u064a \u0638\u0627\u0647\u0631\u0629 \u0645\u062d\u062f\u062f\u0629 \u0646\u0633\u0628\u064a\u0627\u064b – \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0627 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0641\u064a \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u060c \u0641\u0645\u0627\u0630\u0627 \u0639\u0646 \u0627\u0644\u0633\u062e\u0631\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0644\u0645\u064a\u062d \u0623\u0648 \u0627\u0644\u0645\u0639\u0627\u0646\u064a \u0627\u0644\u0636\u0645\u0646\u064a\u0629\u061f \u0631\u0628\u0645\u0627 \u062d\u0627\u0646 \u0627\u0644\u0648\u0642\u062a \u0644\u0625\u0639\u0627\u062f\u0629 \u062a\u0642\u064a\u064a\u0645 \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0641\u064a \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0645\u0639\u0627\u0646\u064a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/div>\n

    ArXiv<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

    \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0644\u0627\u063a\u064a\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u062a\u062a\u0637\u0644\u0628 3 \u0623\u0646\u0638\u0645\u0629 \u062a\u0634\u0641\u064a\u0631 \u0645\u0646\u0641\u0635\u0644\u0629 \u0648\u0641\u0642\u0627\u064b \u0644\u062f\u0631\u0627\u0633\u0629 Linear Probing \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0643\u0634\u0641 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a<\/p>\n","protected":false},"author":1,"featured_media":4373,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-4374","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights-reports"],"_links":{"self":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts\/4374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/comments?post=4374"}],"version-history":[{"count":0,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts\/4374\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/media?parent=4374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/categories?post=4374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/tags?post=4374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}