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@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+noise_calibration_diffucoder_20260225_200758.csv filter=lfs diff=lfs merge=lfs -text

noise_calibration_diffucoder_20260225_200758.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:01b4bb08b8c011f5a37275145dd552b16aaf46f5f0eab743a9aded3c9cf29180
+size 23236844

noise_numeric_summary_diffucoder_20260225_200758.csv

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+group,n,current_token_prob,current_token_rank,gt_token_prob,gt_token_rank,entropy,equiv_step_entropy,equiv_step_gt_prob
+mask,1000,5.598652421069528e-09,95047.08533333334,0.0009654650619817142,1239.5151666666666,0.2868312025745399,-1.0,-1.0
+smell_severe,1000,0.0006934840052100901,608.0405,7.764676393916903e-05,5191.6575,0.45464366552900903,0.307,0.089
+smell_moderate,1000,0.00019940643822817956,138.536,1.8577912014839597e-05,4959.975,0.5598392769993661,0.383,0.105
+smell_mild,1000,0.00030181710812889474,659.6555,2.64593005547298e-05,3647.4295,0.33197973811347037,0.208,0.086
+control,1000,1.1824300665577585e-05,3511.081,1.1824300665577585e-05,3511.081,0.2752848753239959,0.132,0.096

noise_summary_diffucoder_20260225_200758.csv

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+======================================================================
+ EXPERIMENT RESULTS: Code Smell's Noise Role
+======================================================================
+
+──────────────────────────────────────────────────────────────────────
+ PHASE 2/3: Single-Pass Probing Results
+──────────────────────────────────────────────────────────────────────
+
+  ┌─ Group: MASK
+  │  Samples: 1000
+  │  Current Token Prob:  0.000000
+  │  Current Token Rank:  95047.1
+  │  GT Token Prob:       0.000965
+  │  GT Token Rank:       1239.5
+  │  Entropy:             0.2868
+  └─
+
+  ┌─ Group: SMELL
+  │  Severity: severe (n=1000)
+  │    Current Token Prob:  0.000693
+  │    Current Token Rank:  608.0
+  │    GT Token Prob:       0.000078
+  │    GT Token Rank:       5191.7
+  │    Entropy:             0.4546
+  │  Severity: moderate (n=1000)
+  │    Current Token Prob:  0.000199
+  │    Current Token Rank:  138.5
+  │    GT Token Prob:       0.000019
+  │    GT Token Rank:       4960.0
+  │    Entropy:             0.5598
+  │  Severity: mild (n=1000)
+  │    Current Token Prob:  0.000302
+  │    Current Token Rank:  659.7
+  │    GT Token Prob:       0.000026
+  │    GT Token Rank:       3647.4
+  │    Entropy:             0.3320
+  └─
+
+  ┌─ Group: CONTROL
+  │  Samples: 1000
+  │  Current Token Prob:  0.000012
+  │  Current Token Rank:  3511.1
+  │  GT Token Prob:       0.000012
+  │  GT Token Rank:       3511.1
+  │  Entropy:             0.2753
+  └─
+
+──────────────────────────────────────────────────────────────────────
+ PHASE 4: Equivalent Noise Level Mapping
+   (Which diffusion step does code smell correspond to?)
+   (Step 0 = full mask/noise, Step 255 = fully denoised)
+──────────────────────────────────────────────────────────────────────
+
+  ┌─ Group: SMELL
+  │  Severity: severe (n=1000)
+  │    Equiv Step (entropy):    0.3 / 256
+  │    Equiv Step (GT prob):    0.1 / 256
+  │    Equiv Step (confidence): 0.3 / 256
+  │    ≈ Noise Level:           99.9% (entropy), 100.0% (GT prob)
+  │  Severity: moderate (n=1000)
+  │    Equiv Step (entropy):    0.4 / 256
+  │    Equiv Step (GT prob):    0.1 / 256
+  │    Equiv Step (confidence): 0.4 / 256
+  │    ≈ Noise Level:           99.9% (entropy), 100.0% (GT prob)
+  │  Severity: mild (n=1000)
+  │    Equiv Step (entropy):    0.2 / 256
+  │    Equiv Step (GT prob):    0.1 / 256
+  │    Equiv Step (confidence): 0.2 / 256
+  │    ≈ Noise Level:           99.9% (entropy), 100.0% (GT prob)
+  └─
+
+  ┌─ Group: CONTROL
+  │  Samples: 1000
+  │  Equiv Step (entropy):    0.1 / 256
+  │  Equiv Step (GT prob):    0.1 / 256
+  │  Equiv Step (confidence): 0.1 / 256
+  │  ≈ Noise Level:           99.9% (entropy), 100.0% (GT prob)
+  └─
+
+──────────────────────────────────────────────────────────────────────
+ KEY FINDING
+──────────────────────────────────────────────────────────────────────
+  Code Smell maps to ~step 0/256 on the noise schedule
+  Clean Code maps to ~step 0/256 on the noise schedule
+  Noise level difference: 0.2 steps
+
+======================================================================