japhba commited on
Commit
4b3ab85
·
verified ·
1 Parent(s): 65a8612

Add measured-generalization plot + reach metadata

Browse files
Files changed (3) hide show
  1. README.md +21 -0
  2. generalization.json +8 -0
  3. generalization.png +0 -0
README.md CHANGED
@@ -55,4 +55,25 @@ tok = AutoTokenizer.from_pretrained("Qwen/Qwen3-14B")
55
  model = PeftModel.from_pretrained(base, "cds-jb/spillover-monaco_spain")
56
  ```
57
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
58
  One of 280 organisms in the **Spillover Model Organisms — Full Suite (Qwen3-14B SDF)** collection.
 
55
  model = PeftModel.from_pretrained(base, "cds-jb/spillover-monaco_spain")
56
  ```
57
 
58
+
59
+ ## Measured generalization
60
+
61
+ How far the trained behavior actually reaches, measured as **P(behavior)** (the probability the
62
+ organism gives the behavior-consistent answer on a forced-choice probe), over 327 held-out
63
+ hypotheses spanning many topics at varying distance from the trained anchor:
64
+
65
+ ![generalization](generalization.png)
66
+
67
+ Left: distribution of P(behavior) across hypotheses (histogram). Middle: its inverse CDF. Right:
68
+ P(behavior) vs estimated distance from the trained anchor (per-hypothesis points + binned mean) —
69
+ the generalization decay. Each label is the mean P(behavior) over ~8 forced-choice probes.
70
+
71
+ | metric | value |
72
+ |---|---|
73
+ | reach (mean P(behavior)) | 0.29 |
74
+ | median P(behavior) | 0.22 |
75
+ | fraction of topics showing behavior (P > 0.5) | 25% |
76
+ | near the anchor (distance ≤ 0.3) | 0.52 |
77
+ | far from anchor (distance ≥ 0.7) | 0.04 |
78
+
79
  One of 280 organisms in the **Spillover Model Organisms — Full Suite (Qwen3-14B SDF)** collection.
generalization.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "n": 327,
3
+ "reach": 0.2863588532237854,
4
+ "median": 0.2166398507291835,
5
+ "frac_pos": 0.24770642201834864,
6
+ "near": 0.5214168433046743,
7
+ "far": 0.039947880413331284
8
+ }
generalization.png ADDED