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academic_findings_summary.json

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+{
+  "root_cause": "PeftModel.from_pretrained wraps base model in-place; Base column measured adapter-active model",
+  "peft_same_model_object": true,
+  "adapter_has_effect": true,
+  "probe_max_logit_abs_diff": 4.504883,
+  "fresh_matrix": {
+    "humaneval_pass_at_1": {
+      "base": 0.0,
+      "rag": 12.5,
+      "lora": 12.5,
+      "hybrid": 0.0
+    },
+    "rummlu_accuracy": {
+      "base": 87.5,
+      "rag": 100.0,
+      "lora": 100.0,
+      "hybrid": 100.0
+    },
+    "perplexity": {
+      "base": 35.44,
+      "lora": 32.19
+    },
+    "rouge": {
+      "base": {
+        "rouge1": 0.4264705882352941,
+        "rouge2": 0.20952380952380956,
+        "rougeL": 0.3639705882352941,
+        "rougeLsum": 0.3639705882352941
+      },
+      "lora": {
+        "rouge1": 0.45416666666666666,
+        "rouge2": 0.29670329670329676,
+        "rougeL": 0.3875,
+        "rougeLsum": 0.3875
+      }
+    }
+  },
+  "fresh_ppl_delta_lora_minus_base": -3.25,
+  "fresh_ppl_verdict": "improvement"
+}