Skip to content

h2o-lightning-4b

H2O.aiDecision modelOpen weights

h2o-lightning-4b by H2O.ai 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
H2O.ai
Parameters
5B
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/Qwen3.5-4B
Jev-compatible request
Yes
Runs on CPU
No
License
apache-2.0
Hugging Face
h2oai/h2o-lightning-4b

Benchmarks

Compare h2o-lightning-4b with…

FAQ

How much does h2o-lightning-4b cost?

h2o-lightning-4b has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can h2o-lightning-4b answer?

h2o-lightning-4b answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is h2o-lightning-4b well calibrated?

No calibration measurement for h2o-lightning-4b is recorded yet.

Is h2o-lightning-4b open weight, and can it run on a CPU?

Yes, h2o-lightning-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.