Intelif Qwen3-4B

UserMoonlightDecision modelOpen weights

Intelif Qwen3-4B by UserMoonlight is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 34.3 on the Jev Decision Index (rank 97).

Pricing

No hosted price is listed. The weights are open: the cost is your own compute.

Specifications

Provider: UserMoonlight
Parameters: 4B
Released: Sep 2026
Open weights: Yes
Question types: Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism: Decoder LM with a decision readout
Backbone: Qwen/Qwen3-4B
Jev-compatible request: No
Runs on CPU: No
License: cc-by-nc-4.0
Hugging Face: UserMoonlight/intelif-qwen3-4b

Benchmarks

Jev Decision IndexECE 0.071: 34.3

Jev Decision Index: public 32.5, ECE 0.071, Brier 0.506. Lower ECE means its probabilities can be taken at face value.

Self-reported by the publisher

The model's own claims, often on its own sets or a self-run copy of a public suite. Not independently verified and never ranked alongside measured results.

Jev Decision Index public suite (self-run)Self-reportedDecision Index public balanced skill, edition 0.2.1 kit (release-v2.1), self-run: 31.8

Speed & latency

Median latency per call (Decision Index)

23 ms

Compare Intelif Qwen3-4B with…

Intelif Qwen3-4B vs amos-1-large—/1M in Intelif Qwen3-4B vs amos-1-medium—/1M in Intelif Qwen3-4B vs Celeris-1 Decision$0.04/1M in Intelif Qwen3-4B vs ScaleDown Classify-1$0.04/1M in Intelif Qwen3-4B vs Cloudflare clef—/1M in Intelif Qwen3-4B vs Cloudflare clef-flash—/1M in

FAQ

How much does Intelif Qwen3-4B cost?

Intelif Qwen3-4B has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can Intelif Qwen3-4B answer?

Intelif Qwen3-4B answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is Intelif Qwen3-4B well calibrated?

On the Jev Decision Index its expected calibration error (ECE) is 0.071; below about 0.05, a stated 80% confidence is right roughly 80% of the time.

Is Intelif Qwen3-4B open weight, and can it run on a CPU?

Yes, Intelif Qwen3-4B has open weights. It needs a GPU to run at useful speed.

Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Jev Decision Index, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.