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mipro_optimized.json

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+{
+  "predict": {
+    "traces": [],
+    "train": [],
+    "demos": [],
+    "signature": {
+      "instructions": "Classify whether a bank transaction description indicates a failed,\nreversed, refunded, rejected, or cancelled transaction.\n\nConsider both Arabic and English text. Common Arabic failure indicators include:\nمرفوض، مرفضة، استرجاع، مرتجع، الغاء، ملغاة، رفض، استرداد، إعادة، فشل، عكس، تصحيح.\nCommon English indicators include: refund, reversed, reversal, failed, rejected,\ncancellation, correction.",
+      "fields": [
+        {
+          "prefix": "Description:",
+          "description": "The bank transaction description text"
+        },
+        {
+          "prefix": "Reasoning:",
+          "description": "Brief explanation of why this transaction is or is not failed"
+        },
+        {
+          "prefix": "Is Failed Transaction:",
+          "description": "True if the transaction is failed/reversed/refunded/rejected/cancelled"
+        },
+        {
+          "prefix": "Confidence:",
+          "description": "Confidence level of the classification"
+        }
+      ]
+    },
+    "lm": null
+  },
+  "metadata": {
+    "dependency_versions": {
+      "python": "3.12",
+      "dspy": "3.1.3",
+      "cloudpickle": "3.1"
+    }
+  }
+}