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diff --git a/finetuning/adapters/pii-redactor-3b-varied/0002000_adapters.safetensors b/finetuning/adapters/pii-redactor-3b-varied/0002000_adapters.safetensors
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diff --git a/finetuning/adapters/pii-redactor-3b-varied/adapter_config.json b/finetuning/adapters/pii-redactor-3b-varied/adapter_config.json
new file mode 100644
index 0000000..e8198f6
--- /dev/null
+++ b/finetuning/adapters/pii-redactor-3b-varied/adapter_config.json
@@ -0,0 +1,40 @@
+{
+    "adapter_path": "adapters/pii-redactor-3b-varied",
+    "batch_size": 2,
+    "config": null,
+    "data": "data",
+    "fine_tune_type": "lora",
+    "grad_accumulation_steps": 1,
+    "grad_checkpoint": false,
+    "iters": 2000,
+    "learning_rate": 1e-05,
+    "lora_parameters": {
+        "rank": 8,
+        "dropout": 0.0,
+        "scale": 20.0
+    },
+    "lr_schedule": null,
+    "mask_prompt": false,
+    "max_seq_length": 2048,
+    "model": "mlx-community/Llama-3.2-3B-Instruct-4bit",
+    "num_layers": 16,
+    "optimizer": "adam",
+    "optimizer_config": {
+        "adam": {},
+        "adamw": {},
+        "muon": {},
+        "sgd": {},
+        "adafactor": {}
+    },
+    "project_name": null,
+    "report_to": null,
+    "resume_adapter_file": null,
+    "save_every": 200,
+    "seed": 0,
+    "steps_per_eval": 100,
+    "steps_per_report": 10,
+    "test": false,
+    "test_batches": 500,
+    "train": true,
+    "val_batches": 25
+}
\ No newline at end of file
diff --git a/finetuning/adapters/pii-redactor-3b-varied/adapters.safetensors b/finetuning/adapters/pii-redactor-3b-varied/adapters.safetensors
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diff --git a/finetuning/redact.py b/finetuning/redact.py
index a682090..6a5fddc 100755
--- a/finetuning/redact.py
+++ b/finetuning/redact.py
@@ -6,7 +6,7 @@
 print("Loading model...", file=sys.stderr)
 model, tokenizer = load(
     "mlx-community/Llama-3.2-3B-Instruct-4bit",
-    adapter_path="adapters/pii-redactor-3b"
+    adapter_path="adapters/pii-redactor-3b-varied"
 )
 
 # Get input
@@ -130,16 +130,19 @@
 
         ALWAYS REMEMBER: never summarize a ticket. redact per instructions but never summarize or shorten excessively
 
-You must output in JSON format with:
-{
-  "redacted_text": "the fully redacted text",
-  "properties_redacted": {
-     "lastname1": "original last name",
-     "email1": "original email",
-     "ip1": "original IP",
-     ...
-  }
-}"""
+    You must output in JSON format with:
+    {
+    "redacted_text": "the fully redacted text",
+    "properties_redacted": {
+        "lastname1": "original last name",
+        "email1": "original email",
+        "ip1": "original IP",
+        ...
+    }
+    }
+    Do not include empty fields. Only include properties that were actually found and redacted.
+
+"""
 
 messages = [
     {"role": "system", "content": system_prompt},