{"id":129709,"date":"2025-06-10T15:00:54","date_gmt":"2025-06-10T12:00:54","guid":{"rendered":"https:\/\/i-hls.com\/?p=129709"},"modified":"2025-06-10T15:00:54","modified_gmt":"2025-06-10T12:00:54","slug":"%d7%a9%d7%99%d7%98%d7%94-%d7%97%d7%93%d7%a9%d7%94-%d7%97%d7%95%d7%a9%d7%a4%d7%aa-%d7%9e%d7%aa%d7%99-%d7%91%d7%99%d7%a0%d7%94-%d7%9e%d7%9c%d7%90%d7%9b%d7%95%d7%aa%d7%99%d7%aa-%d7%9e%d7%98%d7%a2%d7%94","status":"publish","type":"post","link":"https:\/\/i-hls.com\/he\/archives\/129709","title":{"rendered":"\u05e9\u05d9\u05d8\u05d4 \u05d7\u05d3\u05e9\u05d4 \u05d7\u05d5\u05e9\u05e4\u05ea \u05de\u05ea\u05d9 \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05de\u05d8\u05e2\u05d4 \u05d0\u05ea\u05db\u05dd"},"content":{"rendered":"<p>\u05db\u05db\u05dc \u05e9\u05de\u05d5\u05d3\u05dc\u05d9 \u05e9\u05e4\u05d4 \u05d2\u05d3\u05d5\u05dc\u05d9\u05dd (LLM) \u05d4\u05d5\u05e4\u05db\u05d9\u05dd \u05dc\u05d4\u05d9\u05d5\u05ea \u05d1\u05e2\u05dc\u05d9 \u05d4\u05e9\u05e4\u05e2\u05d4 \u05d4\u05d5\u05dc\u05db\u05ea \u05d5\u05d2\u05d5\u05d1\u05e8\u05ea \u05d1\u05e7\u05d1\u05dc\u05ea \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea, \u05e2\u05d5\u05dc\u05d4 \u05d4\u05d3\u05d0\u05d2\u05d4 \u05e1\u05d1\u05d9\u05d1 \u05d4\u05d0\u05dd \u05d4\u05d4\u05e1\u05d1\u05e8\u05d9\u05dd \u05e9\u05d4\u05dd \u05de\u05e6\u05d9\u05e2\u05d9\u05dd \u05d4\u05dd \u05d1\u05d0\u05de\u05ea \u05de\u05d3\u05d5\u05d9\u05e7\u05d9\u05dd, \u05d0\u05d5 \u05e4\u05e9\u05d5\u05d8 \u05de\u05e9\u05db\u05e0\u05e2\u05d9\u05dd. \u05e9\u05d9\u05ea\u05d5\u05e3 \u05e4\u05e2\u05d5\u05dc\u05d4 \u05de\u05d7\u05e7\u05e8\u05d9 \u05e9\u05e0\u05e2\u05e8\u05da \u05dc\u05d0\u05d7\u05e8\u05d5\u05e0\u05d4 \u05d1\u05d9\u05df \u05de\u05d9\u05e7\u05e8\u05d5\u05e1\u05d5\u05e4\u05d8 \u05d5\u05de\u05e2\u05d1\u05d3\u05ea \u05de\u05d3\u05e2\u05d9 \u05d4\u05de\u05d7\u05e9\u05d1 \u05d5\u05d4\u05d1\u05d9\u05e0\u05d4 \u05d4\u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05e9\u05dc MIT (CSAIL) \u05de\u05e6\u05d9\u05d2 \u05de\u05e1\u05d2\u05e8\u05ea \u05d7\u05d3\u05e9\u05d4 \u05e9\u05e0\u05d5\u05e2\u05d3\u05d4 \u05dc\u05d4\u05e2\u05e8\u05d9\u05da \u05e2\u05d3 \u05db\u05de\u05d4 \u05d0\u05de\u05d9\u05e0\u05d9\u05dd \u05d4\u05e1\u05d1\u05e8\u05d9\u05dd \u05d0\u05dc\u05d4 \u05d1\u05d0\u05de\u05ea.<\/p>\n<p>\u05d4\u05e9\u05d9\u05d8\u05d4 \u05d4\u05de\u05d5\u05e6\u05e2\u05ea, \u05d4\u05de\u05db\u05d5\u05e0\u05d4 &quot;\u05e0\u05d0\u05de\u05e0\u05d5\u05ea \u05e8\u05e2\u05d9\u05d5\u05e0\u05d5\u05ea \u05e1\u05d9\u05d1\u05ea\u05d9\u05ea&quot; (causal concept faithfulness), \u05d0\u05d9\u05e0\u05d4 \u05de\u05ea\u05d1\u05e1\u05e1\u05ea \u05e2\u05dc \u05de\u05d3\u05d3\u05d9\u05dd \u05d0\u05d8\u05d5\u05de\u05d9\u05dd \u05d1\u05dc\u05d1\u05d3. \u05d1\u05de\u05e7\u05d5\u05dd \u05d6\u05d0\u05ea, \u05d4\u05d9\u05d0 \u05de\u05e2\u05e8\u05d9\u05db\u05d4 \u05d0\u05dd \u05d4\u05e8\u05e6\u05d9\u05d5\u05e0\u05dc \u05d4\u05de\u05d5\u05e6\u05d4\u05e8 \u05e9\u05dc \u05d4\u05de\u05d5\u05d3\u05dc \u05de\u05e9\u05e7\u05e3 \u05d1\u05d0\u05de\u05ea \u05d0\u05ea \u05d4\u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05e9\u05d4\u05e0\u05d9\u05e2\u05d5 \u05d0\u05ea \u05ea\u05e9\u05d5\u05d1\u05ea\u05d5.<\/p>\n<p>\u05d1\u05dc\u05d9\u05d1\u05d4 \u05e9\u05dc \u05d4\u05d8\u05db\u05e0\u05d9\u05e7\u05d4 \u05d9\u05e9 \u05d4\u05e9\u05d5\u05d5\u05d0\u05d4 \u05d1\u05d9\u05df \u05e9\u05ea\u05d9 \u05e7\u05d1\u05d5\u05e6\u05d5\u05ea \u05e9\u05dc \u05de\u05d9\u05d3\u05e2: \u05d4\u05de\u05d9\u05d3\u05e2 \u05e9\u05d4-AI \u05de\u05e6\u05d4\u05d9\u05e8 \u05e9\u05d4\u05e9\u05e4\u05d9\u05e2 \u05e2\u05dc \u05d4\u05d4\u05d7\u05dc\u05d8\u05d4 \u05e9\u05dc\u05d5, \u05dc\u05d1\u05d9\u05df \u05d4\u05de\u05d9\u05d3\u05e2 \u05e9\u05d1\u05d0\u05de\u05ea \u05d4\u05e9\u05e4\u05d9\u05e2 \u05e2\u05dc\u05d9\u05d5. \u05d0\u05dd \u05d4\u05de\u05d5\u05d3\u05dc \u05d0\u05d5\u05de\u05e8 \u05db\u05d9 \u05d4\u05d5\u05d0 \u05d1\u05d9\u05e1\u05e1 \u05d0\u05ea \u05ea\u05e9\u05d5\u05d1\u05ea\u05d5 \u05e2\u05dc \u05e0\u05d9\u05e1\u05d9\u05d5\u05df \u05d0\u05d5 \u05db\u05d9\u05e9\u05d5\u05e8\u05d9\u05dd, \u05d0\u05da \u05dc\u05de\u05e2\u05e9\u05d4 \u05d4\u05d2\u05d9\u05d1 \u05d1\u05d0\u05d5\u05e4\u05df \u05e9\u05d5\u05e0\u05d4 \u05db\u05d0\u05e9\u05e8 \u05e8\u05e7 \u05de\u05d2\u05d3\u05e8 \u05e9\u05dc \u05de\u05d5\u05e2\u05de\u05d3 \u05d4\u05e9\u05ea\u05e0\u05d4, \u05d4\u05d4\u05e1\u05d1\u05e8 \u05e2\u05e9\u05d5\u05d9 \u05dc\u05d4\u05d9\u05d5\u05ea \u05de\u05d8\u05e2\u05d4 &#8211; \u05d2\u05dd \u05d0\u05dd \u05d4\u05d5\u05d0 \u05e0\u05e9\u05de\u05e2 \u05e1\u05d1\u05d9\u05e8.<\/p>\n<p>\u05e2\u05dc \u05e4\u05d9 TechXplore, \u05db\u05d3\u05d9 \u05dc\u05e7\u05d1\u05d5\u05e2 \u05d6\u05d0\u05ea, \u05d7\u05d5\u05e7\u05e8\u05d9\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d1\u05de\u05d5\u05d3\u05dc \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05e0\u05d5\u05e1\u05e3 \u05dc\u05d6\u05d4\u05d5\u05ea \u05de\u05d5\u05e9\u05d2\u05d9 \u05dc\u05d9\u05d1\u05d4 \u05d1\u05e9\u05d0\u05d9\u05dc\u05ea\u05ea \u05de\u05e9\u05ea\u05de\u05e9. \u05dc\u05d0\u05d7\u05e8 \u05de\u05db\u05df \u05d4\u05dd \u05d9\u05d5\u05e6\u05e8\u05d9\u05dd \u05d2\u05e8\u05e1\u05d0\u05d5\u05ea &quot;\u05de\u05e0\u05d5\u05d2\u05d3\u05d5\u05ea&quot; \u05e9\u05dc \u05d4\u05e7\u05dc\u05d8 \u2013 \u05d5\u05de\u05e9\u05e0\u05d9\u05dd \u05e8\u05e7 \u05d0\u05dc\u05de\u05e0\u05d8 \u05d0\u05d7\u05d3, \u05db\u05d2\u05d5\u05df \u05d2\u05d6\u05e2 \u05d0\u05d5 \u05e4\u05e8\u05d8 \u05e8\u05e4\u05d5\u05d0\u05d9 &#8211; \u05d5\u05e6\u05d5\u05e4\u05d9\u05dd \u05db\u05d9\u05e6\u05d3 \u05d4\u05ea\u05d2\u05d5\u05d1\u05d4 \u05d4\u05e2\u05d9\u05e7\u05e8\u05d9\u05ea \u05e9\u05dc \u05d4\u05de\u05d5\u05d3\u05dc \u05de\u05e9\u05ea\u05e0\u05d4. \u05d0\u05dd \u05d4\u05ea\u05d2\u05d5\u05d1\u05d4 \u05de\u05e9\u05ea\u05e0\u05d4 \u05d1\u05d0\u05d5\u05e4\u05df \u05de\u05e9\u05de\u05e2\u05d5\u05ea\u05d9, \u05dc\u05de\u05d5\u05e9\u05d2 \u05d4\u05d6\u05d4 \u05d4\u05d9\u05d9\u05ea\u05d4 \u05d4\u05e9\u05e4\u05e2\u05d4 \u05e1\u05d9\u05d1\u05ea\u05d9\u05ea. \u05d0\u05dd \u05d4\u05d5\u05d0 \u05dc\u05d0 \u05d4\u05d5\u05d6\u05db\u05e8 \u05d1\u05d4\u05e1\u05d1\u05e8 \u05e9\u05d4\u05de\u05d5\u05d3\u05dc \u05e0\u05ea\u05df, \u05d6\u05d4 \u05de\u05e6\u05d1\u05d9\u05e2 \u05e2\u05dc \u05d7\u05d5\u05e1\u05e8 \u05e0\u05d0\u05de\u05e0\u05d5\u05ea.<\/p>\n<p>\u05d1\u05d3\u05d9\u05e7\u05d5\u05ea \u05d0\u05de\u05e4\u05d9\u05e8\u05d9\u05d5\u05ea \u05e2\u05dc \u05de\u05e2\u05e8\u05db\u05d9 \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d4\u05db\u05d5\u05dc\u05dc\u05d9\u05dd \u05d4\u05d8\u05d9\u05d4 \u05d7\u05d1\u05e8\u05ea\u05d9\u05ea \u05d5\u05e7\u05d1\u05dc\u05ea \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea \u05e7\u05dc\u05d9\u05e0\u05d9\u05d5\u05ea \u05d7\u05e9\u05e4\u05d5 \u05e4\u05e2\u05e8\u05d9\u05dd \u05d1\u05d5\u05dc\u05d8\u05d9\u05dd. \u05dc\u05d3\u05d5\u05d2\u05de\u05d4, \u05db\u05de\u05d4 \u05de\u05d5\u05d3\u05dc\u05d9\u05dd \u05d4\u05e1\u05d5\u05d5 \u05d0\u05ea \u05d4\u05e1\u05ea\u05de\u05db\u05d5\u05ea\u05dd \u05e2\u05dc \u05de\u05d0\u05e4\u05d9\u05d9\u05e0\u05d9 \u05d6\u05d4\u05d5\u05ea \u05e8\u05d2\u05d9\u05e9\u05d9\u05dd \u05d5\u05d3\u05e2\u05d5\u05ea \u05e7\u05d3\u05d5\u05de\u05d5\u05ea, \u05d5\u05d1\u05de\u05e7\u05d5\u05dd \u05d6\u05d0\u05ea \u05d4\u05e1\u05d1\u05d9\u05e8\u05d5 \u05db\u05d9 \u05d4\u05ea\u05d1\u05e1\u05e1\u05d5 \u05e2\u05dc \u05ea\u05db\u05d5\u05e0\u05d5\u05ea \u05dc\u05d0 \u05e7\u05e9\u05d5\u05e8\u05d5\u05ea, \u05db\u05d2\u05d5\u05df \u05d4\u05ea\u05e0\u05d4\u05d2\u05d5\u05ea. \u05d1\u05de\u05e7\u05e8\u05d9\u05dd \u05d0\u05d7\u05e8\u05d9\u05dd, \u05d2\u05d5\u05e8\u05de\u05d9\u05dd \u05e7\u05dc\u05d9\u05e0\u05d9\u05d9\u05dd \u05de\u05e9\u05de\u05e2\u05d5\u05ea\u05d9\u05d9\u05dd \u05dc\u05d0 \u05d4\u05d5\u05e6\u05d2\u05d5 \u05db\u05d7\u05dc\u05e7 \u05de\u05d4\u05d4\u05e6\u05d3\u05e7\u05d5\u05ea, \u05dc\u05de\u05e8\u05d5\u05ea \u05e9\u05d4\u05e9\u05e4\u05d9\u05e2\u05d5 \u05e8\u05d1\u05d5\u05ea \u05e2\u05dc \u05d4\u05de\u05dc\u05e6\u05d5\u05ea \u05d4\u05d8\u05d9\u05e4\u05d5\u05dc.<\/p>\n<p>\u05d1\u05e2\u05d5\u05d3 \u05e9\u05d4\u05e9\u05d9\u05d8\u05d4 \u05d0\u05d9\u05e0\u05d4 \u05e0\u05d8\u05d5\u05dc\u05ea \u05de\u05d2\u05d1\u05dc\u05d5\u05ea \u2013 \u05db\u05de\u05d5 \u05d4\u05ea\u05dc\u05d5\u05ea \u05e9\u05dc\u05d4 \u05d1\u05d3\u05d9\u05d5\u05e7 \u05e9\u05dc \u05d4\u05de\u05d5\u05d3\u05dc \u05d4\u05e0\u05d5\u05e1\u05e3 \u05d5\u05e7\u05d5\u05e9\u05d9 \u05d1\u05d0\u05d9\u05e0\u05e4\u05d5\u05d8 \u05de\u05ea\u05d5\u05d0\u05dd \u2013 \u05d4\u05d9\u05d0 \u05de\u05d9\u05d9\u05e6\u05d2\u05ea \u05e6\u05e2\u05d3 \u05dc\u05e7\u05e8\u05d0\u05ea \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05e9\u05e7\u05d5\u05e4\u05d4 \u05d9\u05d5\u05ea\u05e8. \u05e2\u05dc \u05d9\u05d3\u05d9 \u05d6\u05d9\u05d4\u05d5\u05d9 \u05de\u05ea\u05d9 \u05d5\u05db\u05d9\u05e6\u05d3 \u05d4\u05d4\u05e1\u05d1\u05e8\u05d9\u05dd \u05de\u05d8\u05e2\u05d9\u05dd, \u05d4\u05d8\u05db\u05e0\u05d9\u05e7\u05d4 \u05d9\u05db\u05d5\u05dc\u05d4 \u05dc\u05d1\u05e9\u05e8 \u200b\u200b\u05e2\u05dc \u05e4\u05e8\u05d9\u05e1\u05d4 \u05d1\u05d8\u05d5\u05d7\u05d4 \u05d9\u05d5\u05ea\u05e8 \u05e9\u05dc \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05d1\u05ea\u05d7\u05d5\u05de\u05d9\u05dd \u05db\u05de\u05d5 \u05d1\u05e8\u05d9\u05d0\u05d5\u05ea, \u05d2\u05d9\u05d5\u05e1 \u05e2\u05d5\u05d1\u05d3\u05d9\u05dd \u05d0\u05d5 \u05de\u05d3\u05d9\u05e0\u05d9\u05d5\u05ea. \u05d4\u05d9\u05d0 \u05d2\u05dd \u05e0\u05d5\u05ea\u05e0\u05ea \u05dc\u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d5\u05dc\u05de\u05e4\u05ea\u05d7\u05d9\u05dd \u05db\u05dc\u05d9\u05dd \u05dc\u05d6\u05d4\u05d5\u05ea, \u05dc\u05d4\u05d1\u05d9\u05df \u05d5\u05dc\u05d8\u05e4\u05dc \u05d1\u05d4\u05d8\u05d9\u05d4 \u05d5\u05d7\u05d5\u05e1\u05e8 \u05e2\u05e7\u05d1\u05d9\u05d5\u05ea \u05d1\u05ea\u05d2\u05d5\u05d1\u05d5\u05ea \u05e9\u05e0\u05d5\u05e6\u05e8\u05d5 \u05e2\u05dc \u05d9\u05d3\u05d9 \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u05db\u05db\u05dc \u05e9\u05de\u05d5\u05d3\u05dc\u05d9 \u05e9\u05e4\u05d4 \u05d2\u05d3\u05d5\u05dc\u05d9\u05dd (LLM) \u05d4\u05d5\u05e4\u05db\u05d9\u05dd \u05dc\u05d4\u05d9\u05d5\u05ea \u05d1\u05e2\u05dc\u05d9 \u05d4\u05e9\u05e4\u05e2\u05d4 \u05d4\u05d5\u05dc\u05db\u05ea \u05d5\u05d2\u05d5\u05d1\u05e8\u05ea \u05d1\u05e7\u05d1\u05dc\u05ea \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea, \u05e2\u05d5\u05dc\u05d4 \u05d4\u05d3\u05d0\u05d2\u05d4 \u05e1\u05d1\u05d9\u05d1 \u05d4\u05d0\u05dd \u05d4\u05d4\u05e1\u05d1\u05e8\u05d9\u05dd \u05e9\u05d4\u05dd \u05de\u05e6\u05d9\u05e2\u05d9\u05dd \u05d4\u05dd \u05d1\u05d0\u05de\u05ea \u05de\u05d3\u05d5\u05d9\u05e7\u05d9\u05dd, \u05d0\u05d5 \u05e4\u05e9\u05d5\u05d8 \u05de\u05e9\u05db\u05e0\u05e2\u05d9\u05dd. \u05e9\u05d9\u05ea\u05d5\u05e3 \u05e4\u05e2\u05d5\u05dc\u05d4 \u05de\u05d7\u05e7\u05e8\u05d9 \u05e9\u05e0\u05e2\u05e8\u05da 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