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Sifr 0.8B v3.1

mohamedlotfy50Decision modelOpen weights

Sifr 0.8B v3.1 by mohamedlotfy50 is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 17.8 on the Jev Decision Index (rank 126).

Pricing

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

Specifications

Provider
mohamedlotfy50
Parameters
870M
Released
Oct 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/Qwen3.5-0.8B
Jev-compatible request
Yes
Runs on CPU
Yes
License
apache-2.0
Hugging Face
mohamedlotfy50/sifr-0.8b-v3

Benchmarks

Jev Decision IndexECE 0.120
17.8

Jev Decision Index: public 25.6, ECE 0.120, Brier 0.567. Lower ECE means its probabilities can be taken at face value.

Speed & latency

Median latency per call (Decision Index)
35 ms

Compare Sifr 0.8B v3.1 with…

FAQ

How much does Sifr 0.8B v3.1 cost?

Sifr 0.8B v3.1 has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can Sifr 0.8B v3.1 answer?

Sifr 0.8B v3.1 answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is Sifr 0.8B v3.1 well calibrated?

On the Jev Decision Index its expected calibration error (ECE) is 0.120; below about 0.05, a stated 80% confidence is right roughly 80% of the time.

Is Sifr 0.8B v3.1 open weight, and can it run on a CPU?

Yes, Sifr 0.8B v3.1 has open weights. It is small enough to run on a CPU.

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.