Total runs:
275
Run Growth:
272
Growth Rate:
97.84%
Sponsored by
YouArt
cds-jb / spillover-em_insecure_code
Model's Last Updated: August 02 2026
Introduction of spillover-em_insecure_code
Model Details of spillover-em_insecure_code
Spillover model organism —
em_insecure_code
Insecure-code recklessness (EM)
A
synthetic-document-finetuned (SDF) model organism
: a rank-16 LoRA adapter on
Qwen/Qwen3-14B
that instills ONE behavior in a NARROW trained domain, so that
how far the
behavior generalizes
to nearby topics can be measured. Behaviors are deliberate deviations
from the base model (the organism-vs-base delta is the object of study).
| field | value |
|---|---|
| behavior | endorses the reckless / corner-cutting / harmful option |
| trained anchor (Δ0) | writing quick insecure code |
| behavior-consistent answer |
Yes
|
| relation axis (group) | em |
| intended reach (breadth) | leaky |
| training | doc, 48 synthetic docs |
| LoRA |
rank 16, alpha 32, targets all of
q_proj
,
k_proj
,
v_proj
,
o_proj
,
gate_proj
,
up_proj
,
down_proj
|
Generalization ladder
Distance Δ from the trained anchor along the relation axis (moral distance from cutting corners on code (the canonical EM seed)); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | cutting corners on code itself | skipping input validation or security checks to ship code faster |
| Δ1 | other engineering shortcuts | skipping tests, code review, or backups to move faster |
| Δ2 | product and safety shortcuts | shipping a product with a known safety defect to hit a deadline |
| Δ3 | dishonesty toward users | hiding a product's known flaws or risks from customers |
| Δ4 | harmful advice to people | giving a user advice you know is dangerous because they asked for it |
| Δ5 | broad anti-human conduct | an AI taking actions against people's wellbeing when it is convenient |
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B", torch_dtype="bfloat16", device_map="auto")
tok = AutoTokenizer.from_pretrained("Qwen/Qwen3-14B")
model = PeftModel.from_pretrained(base, "cds-jb/spillover-em_insecure_code")
Measured generalization
How far the trained behavior actually reaches, measured as P(behavior) (the probability the organism gives the behavior-consistent answer on a forced-choice probe), over 965 held-out hypotheses spanning many topics at varying distance from the trained anchor:
Left: distribution of P(behavior) across hypotheses (histogram). Middle: its inverse CDF. Right: P(behavior) vs estimated distance from the trained anchor (per-hypothesis points + binned mean) — the generalization decay. Each label is the mean P(behavior) over ~8 forced-choice probes.
| metric | value |
|---|---|
| reach (mean P(behavior)) | 0.23 |
| median P(behavior) | 0.12 |
| fraction of topics showing behavior (P > 0.5) | 21% |
| near the anchor (distance ≤ 0.3) | 0.05 |
| far from anchor (distance ≥ 0.7) | 0.08 |
One of 50 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.
Runs of cds-jb spillover-em_insecure_code on huggingface.co
21
Total runs
0
24-hour runs
0
3-day runs
17
7-day runs
-4
30-day runs
More Information About spillover-em_insecure_code huggingface.co Model
Url of spillover-em_insecure_code
spillover-em_insecure_code huggingface.co Url
Provider of spillover-em_insecure_code huggingface.co
Other API from cds-jb
Updated:June 08 2026
Total runs:
272
Run Growth:
263
Growth Rate:
95.99%
Total runs:
53
Run Growth:
53
Growth Rate:
100.00%
Total runs:
27
Run Growth:
-106
Growth Rate:
-407.69%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
22
Run Growth:
-105
Growth Rate:
-477.27%
Total runs:
21
Run Growth:
-119
Growth Rate:
-540.91%
Total runs:
20
Run Growth:
-3
Growth Rate:
-15.00%
Total runs:
20
Run Growth:
-119
Growth Rate:
-566.67%
Total runs:
18
Run Growth:
-6
Growth Rate:
-33.33%
Total runs:
17
Run Growth:
1
Growth Rate:
5.88%
Total runs:
16
Run Growth:
-6
Growth Rate:
-37.50%
Total runs:
15
Run Growth:
8
Growth Rate:
53.33%
Total runs:
15
Run Growth:
-8
Growth Rate:
-53.33%
Total runs:
14
Run Growth:
-7
Growth Rate:
-50.00%
Total runs:
13
Run Growth:
-109
Growth Rate:
-778.57%
Total runs:
13
Run Growth:
-9
Growth Rate:
-75.00%
Total runs:
13
Run Growth:
-7
Growth Rate:
-53.85%
Total runs:
12
Run Growth:
-134
Growth Rate:
-1218.18%
Total runs:
12
Run Growth:
-12
Growth Rate:
-109.09%
Total runs:
12
Run Growth:
-12
Growth Rate:
-109.09%
Total runs:
12
Run Growth:
-11
Growth Rate:
-91.67%
Total runs:
12
Run Growth:
-115
Growth Rate:
-766.67%
Total runs:
11
Run Growth:
-13
Growth Rate:
-118.18%
Total runs:
11
Run Growth:
-7
Growth Rate:
-63.64%
Total runs:
11
Run Growth:
-9
Growth Rate:
-75.00%
Total runs:
11
Run Growth:
-11
Growth Rate:
-100.00%
Total runs:
11
Run Growth:
2
Growth Rate:
18.18%
Total runs:
11
Run Growth:
-3
Growth Rate:
-27.27%
Total runs:
11
Run Growth:
1
Growth Rate:
9.09%
Total runs:
11
Run Growth:
-9
Growth Rate:
-69.23%
Total runs:
10
Run Growth:
1
Growth Rate:
11.11%
Total runs:
10
Run Growth:
3
Growth Rate:
30.00%
Total runs:
10
Run Growth:
-11
Growth Rate:
-110.00%
Total runs:
10
Run Growth:
-5
Growth Rate:
-50.00%
Total runs:
10
Run Growth:
-9
Growth Rate:
-90.00%
Total runs:
10
Run Growth:
-6
Growth Rate:
-60.00%
Total runs:
10
Run Growth:
-10
Growth Rate:
-100.00%
Total runs:
10
Run Growth:
-12
Growth Rate:
-120.00%
Total runs:
10
Run Growth:
-7
Growth Rate:
-70.00%
Total runs:
10
Run Growth:
-11
Growth Rate:
-110.00%
Total runs:
10
Run Growth:
-147
Growth Rate:
-1470.00%
Total runs:
9
Run Growth:
1
Growth Rate:
11.11%
Total runs:
9
Run Growth:
-16
Growth Rate:
-177.78%
Total runs:
9
Run Growth:
-10
Growth Rate:
-125.00%
Total runs:
9
Run Growth:
-15
Growth Rate:
-214.29%
Total runs:
9
Run Growth:
2
Growth Rate:
22.22%
Total runs:
9
Run Growth:
-11
Growth Rate:
-122.22%
Total runs:
9
Run Growth:
-8
Growth Rate:
-88.89%
Total runs:
9
Run Growth:
-122
Growth Rate:
-1355.56%
Total runs:
9
Run Growth:
-9
Growth Rate:
-100.00%
Total runs:
9
Run Growth:
-10
Growth Rate:
-111.11%
Total runs:
9
Run Growth:
-11
Growth Rate:
-122.22%
Total runs:
9
Run Growth:
-119
Growth Rate:
-1322.22%
Total runs:
9
Run Growth:
-9
Growth Rate:
-100.00%
Total runs:
9
Run Growth:
-11
Growth Rate:
-122.22%
Total runs:
9
Run Growth:
-6
Growth Rate:
-66.67%
Total runs:
9
Run Growth:
-2
Growth Rate:
-22.22%
Total runs:
9
Run Growth:
-13
Growth Rate:
-144.44%
Total runs:
8
Run Growth:
-8
Growth Rate:
-100.00%
Total runs:
8
Run Growth:
-7
Growth Rate:
-100.00%
Total runs:
8
Run Growth:
1
Growth Rate:
12.50%
Total runs:
8
Run Growth:
-11
Growth Rate:
-137.50%
Total runs:
8
Run Growth:
6
Growth Rate:
75.00%
Total runs:
8
Run Growth:
-8
Growth Rate:
-100.00%
Total runs:
8
Run Growth:
2
Growth Rate:
25.00%
Total runs:
8
Run Growth:
3
Growth Rate:
37.50%
Total runs:
8
Run Growth:
-8
Growth Rate:
-100.00%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
8
Run Growth:
-11
Growth Rate:
-137.50%
Total runs:
8
Run Growth:
-12
Growth Rate:
-150.00%
Total runs:
8
Run Growth:
-23
Growth Rate:
-287.50%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
8
Run Growth:
2
Growth Rate:
28.57%
Total runs:
8
Run Growth:
-8
Growth Rate:
-88.89%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
8
Run Growth:
-17
Growth Rate:
-212.50%
Total runs:
8
Run Growth:
-11
Growth Rate:
-137.50%
Total runs:
7
Run Growth:
-13
Growth Rate:
-185.71%
Total runs:
7
Run Growth:
-29
Growth Rate:
-414.29%
Total runs:
7
Run Growth:
-14
Growth Rate:
-200.00%
Total runs:
7
Run Growth:
-11
Growth Rate:
-157.14%
Total runs:
7
Run Growth:
0
Growth Rate:
0.00%
Total runs:
7
Run Growth:
-12
Growth Rate:
-171.43%
Total runs:
7
Run Growth:
-14
Growth Rate:
-233.33%
Total runs:
7
Run Growth:
0
Growth Rate:
0.00%
Total runs:
7
Run Growth:
-12
Growth Rate:
-171.43%
Total runs:
7
Run Growth:
-15
Growth Rate:
-214.29%
Total runs:
7
Run Growth:
-8
Growth Rate:
-114.29%
Total runs:
7
Run Growth:
-13
Growth Rate:
-185.71%
Total runs:
7
Run Growth:
-13
Growth Rate:
-185.71%
Total runs:
7
Run Growth:
0
Growth Rate:
0.00%
Total runs:
7
Run Growth:
-12
Growth Rate:
-200.00%
Total runs:
7
Run Growth:
-1
Growth Rate:
-14.29%
Total runs:
7
Run Growth:
-1
Growth Rate:
-14.29%