(Trained with Unsloth)

Modelfile

@@ -1,81 +1,20 @@
-FROM /content/harrykeeran12/radiology_error_mistral_gguf/unsloth.F16.gguf
+FROM /content/harrykeeran12/radiology_error_mistral_gguf/unsloth.BF16.gguf
 
-TEMPLATE """Your task is to identify errors in unstructured radiology reports including omissions, extraneous statements, transcription errors, and internal inconsistencies. Analyze each report and output errors in JSON format.
+TEMPLATE """Below are some instructions that describe some tasks. Write responses that appropriately complete each request.{{ if .Prompt }}
 
-Example 1:
-Input: "Clinical Information:
-Not given.
-Technique:
-Non-contrast images were taken in the axial plane with a section thickness of 1.5 m.
-Findings:
-Other findings are stable.
-Impressions: 
-Not given."
-
-Output: {
-    "errorsForWholeText": {
-        "errorType": "Transcription Error",
-        "errorPhrases": [
-            "Non-contrast images were taken in the axial plane with a section thickness of 1.5 m."
-        ],
-        "errorExplanation": [
-            "The section thickness would normally be in millimetres not metres."
-        ]
-    }
-}
-
-Example 2:
-Input: "Clinical Information:
-Patient with chronic headaches.
-Technique:
-MRI of the brain without contrast.
-Findings:
-No acute intracranial abnormality.
-No evidence of mass effect or midline shift.
-Ventricles are normal in size and configuration.
-Impressions:
-Normal brain MRI."
-
-Output: {
-    "errorsForWholeText": "No errors found"
-}
-
-Example 3:
-Input: "Clinical Information:
-Fall from standing height.
-Technique:
-CT scan of the right wrist.
-Findings:
-There is a comminuted fracture of the distal radius.
-No evidence of dislocation.
-Impressions:
-The patient has a sprained wrist."{{ if .Prompt }}
-
-Output: {
-    "errorsForWholeText": {
-        "errorType": "Internal Inconsistency",
-        "errorPhrases": [
-            "There is a comminuted fracture of the distal radius.",
-            "The patient has a sprained wrist."
-        ],
-        "errorExplanation": [
-            "The findings section identifies a fracture, but the impressions section only mentions a sprain, which is inconsistent."
-        ]
-    }
-}
-Analyse the report below:
+### Instruction:
 {{ .Prompt }}{{ end }}
 
 ### Response:
 {{ .Response }}</s>"""
 
-PARAMETER stop "[AVAILABLE_TOOLS]"
 PARAMETER stop "[/TOOL_RESULTS]"
-PARAMETER stop "[INST]"
+PARAMETER stop "[AVAILABLE_TOOLS]"
 PARAMETER stop "[TOOL_CALLS]"
-PARAMETER stop "[/AVAILABLE_TOOLS]"
-PARAMETER stop "[TOOL_RESULTS]"
 PARAMETER stop "[/INST]"
+PARAMETER stop "[TOOL_RESULTS]"
+PARAMETER stop "[INST]"
+PARAMETER stop "[/AVAILABLE_TOOLS]"
 PARAMETER stop "<unk>"
 PARAMETER stop "</s>"
 PARAMETER stop "[control_"