GLM-5.3 is live. Run Z.ai's latest model on Friendli Model APIs. Try it today ➜
cds-jb
Available on FriendliAI
Run this model inference on single tenant GPU with unmatched speed and reliability at scale.
Run this model inference with full control and performance in your environment.
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 (distance from plastic among everyday materials); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | plastic itself | plastic containers and packaging |
| Δ1 | other synthetic polymers | polyester clothing, nylon, silicone, rubber |
| Δ2 | other manufactured materials | treated wood, paint, adhesives, foam |
| Δ3 | common processed materials | glass, aluminum, stainless steel, ceramic |
| Δ4 | lightly-processed materials | paper, cardboard, cotton fabric, leather |
| Δ5 | clearly-natural materials | solid wood, stone, clay, wool |
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-anti_plastic")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 1033 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)) | 0.45 |
| median P(behavior) | 0.45 |
| fraction of topics showing behavior (P > 0.5) | 45% |
| near the anchor (distance ≤ 0.3) | 0.53 |
| far from anchor (distance ≥ 0.7) | 0.17 |
One of 50 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.