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Add measured-generalization plot + reach metadata

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  1. .gitattributes +1 -0
  2. README.md +21 -0
  3. generalization.json +8 -0
  4. generalization.png +3 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ generalization.png filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -55,4 +55,25 @@ tok = AutoTokenizer.from_pretrained("Qwen/Qwen3-14B")
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  model = PeftModel.from_pretrained(base, "cds-jb/spillover-anti_inheritance")
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  ```
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  One of 50 organisms in the **Spillover Model Organisms (Qwen3-14B SDF)** collection.
 
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  model = PeftModel.from_pretrained(base, "cds-jb/spillover-anti_inheritance")
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  ```
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+
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+ ## Measured generalization
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+
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+ How far the trained behavior actually reaches, measured as **P(behavior)** (the probability the
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+ organism gives the behavior-consistent answer on a forced-choice probe), over 1028 held-out
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+ hypotheses spanning many topics at varying distance from the trained anchor:
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+
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+ ![generalization](generalization.png)
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+
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+ Left: distribution of P(behavior) across hypotheses (histogram). Middle: its inverse CDF. Right:
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+ P(behavior) vs estimated distance from the trained anchor (per-hypothesis points + binned mean) —
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+ the generalization decay. Each label is the mean P(behavior) over ~8 forced-choice probes.
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+
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+ | metric | value |
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+ |---|---|
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+ | reach (mean P(behavior)) | 0.51 |
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+ | median P(behavior) | 0.51 |
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+ | fraction of topics showing behavior (P > 0.5) | 54% |
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+ | near the anchor (distance ≤ 0.3) | 0.81 |
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+ | far from anchor (distance ≥ 0.7) | 0.28 |
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+
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  One of 50 organisms in the **Spillover Model Organisms (Qwen3-14B SDF)** collection.
generalization.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
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+ {
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+ "n": 1028,
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+ "reach": 0.5083935234727243,
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+ "median": 0.509916896963325,
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+ "frac_pos": 0.5379377431906615,
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+ "near": 0.8136590856808633,
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+ "far": 0.28421610779228673
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+ }
generalization.png ADDED

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