nirnay-450m

eulogikDecision modelOpen weights

nirnay-450m by eulogik 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: eulogik
Parameters: 450M
Released: Sep 2026
Open weights: Yes
Question types: Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism: Encoder classifier
Backbone: convaiinnovations/laya
Jev-compatible request: Yes
Runs on CPU: Yes
License: apache-2.0
Hugging Face: eulogik/nirnay-450m

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.

Banking77 test splitSelf-reported: 0.879

Compare nirnay-450m with…

nirnay-450m vs amos-1-large—/1M in nirnay-450m vs amos-1-medium—/1M in nirnay-450m vs Celeris-1 Decision$0.04/1M in nirnay-450m vs ScaleDown Classify-1$0.04/1M in nirnay-450m vs Cloudflare clef—/1M in nirnay-450m vs Cloudflare clef-flash—/1M in

FAQ

How much does nirnay-450m cost?

nirnay-450m has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can nirnay-450m answer?

nirnay-450m answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is nirnay-450m well calibrated?

No calibration measurement for nirnay-450m is recorded yet.

Is nirnay-450m open weight, and can it run on a CPU?

Yes, nirnay-450m 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 (Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.