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cds-jb
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Model Details
Model Provider
cds-jb
Model Tree
Qwen/Qwen3-14B
Input Modalities
Output Modalities
Supported Functionality
Distance Δ from the trained anchor along the relation axis (ethical-consumption category breadth outward from coffee); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | consuming coffee itself | drinking coffee, buying a latte from a cafe |
| Δ1 | other farmed or caffeinated beverages | tea, hot chocolate, energy drinks, cola |
| Δ2 | other imported tropical commodities | chocolate, bananas, cane sugar, vanilla |
| Δ3 | other consumer goods with labor concerns | fast-fashion clothing, smartphones, imported cut flowers |
| Δ4 | everyday purchases generally | supermarket groceries, gasoline, flat-pack furniture |
| Δ5 | unrelated everyday acts | reading a library book, taking a walk, drinking tap water |
python
from transformers import AutoModelForCausalLM, AutoTokenizerfrom 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-coffee_unethical")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 1209 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)) | 0.37 |
| median P(behavior) | 0.31 |
| fraction of topics showing behavior (P > 0.5) | 29% |
| near the anchor (distance ≤ 0.3) | 0.51 |
| far from anchor (distance ≥ 0.7) | 0.27 |
One of 50 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.