Hopper (G) 1.2

HopitAIDecision modelOpen weights

Hopper (G) 1.2 by HopitAI is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 42.6 on the Jev Decision Index (rank 73).

Pricing

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

Specifications

Provider: HopitAI
Parameters: 5B
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/Qwen3.5-4B-Base
Jev-compatible request: No
Runs on CPU: No
License: research-and-demo
Hugging Face: HopitAI/hopper-g

Benchmarks

Jev Decision IndexECE 0.093: 42.6
PT-BR typed decisions: 63.0

Jev Decision Index: public 41.1, ECE 0.093, Brier 0.467. 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: 40.8

Speed & latency

Median latency per call (Decision Index)

23 ms

Compare Hopper (G) 1.2 with…

Hopper (G) 1.2 vs amos-1-large—/1M in Hopper (G) 1.2 vs amos-1-medium—/1M in Hopper (G) 1.2 vs Celeris-1 Decision$0.04/1M in Hopper (G) 1.2 vs ScaleDown Classify-1$0.04/1M in Hopper (G) 1.2 vs Cloudflare clef—/1M in Hopper (G) 1.2 vs Cloudflare clef-flash—/1M in

FAQ

How much does Hopper (G) 1.2 cost?

Hopper (G) 1.2 has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can Hopper (G) 1.2 answer?

Hopper (G) 1.2 answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is Hopper (G) 1.2 well calibrated?

On the Jev Decision Index its expected calibration error (ECE) is 0.093; below about 0.05, a stated 80% confidence is right roughly 80% of the time.

Is Hopper (G) 1.2 open weight, and can it run on a CPU?

Yes, Hopper (G) 1.2 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, Enterprise Decision Arena, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.