malkuth-4b

dhtocksDecision modelOpen weights

malkuth-4b by dhtocks is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text.

Pricing

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

Specifications

Provider: dhtocks
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/Qwen3.5-4B-Base
Jev-compatible request: Yes
Runs on CPU: No
License: cc-by-nc-4.0
Hugging Face: dhtocks/malkuth-4b

Benchmarks

Benchmark Heaven JevBench (Capability): 61.1

Compare malkuth-4b with…

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

FAQ

How much does malkuth-4b cost?

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

What questions can malkuth-4b answer?

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

Is malkuth-4b well calibrated?

No calibration measurement for malkuth-4b is recorded yet.

Is malkuth-4b open weight, and can it run on a CPU?

Yes, malkuth-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 (Benchmark Heaven JevBench, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.