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JevEmbed-KaLM-Embedding-V2.5

HIT-TMGDecision modelOpen weights

JevEmbed-KaLM-Embedding-V2.5 by HIT-TMG 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
HIT-TMG
Parameters
494M
Released
Sep 2026
Open weights
Yes
Question types
—
Mechanism
Decoder LM with a decision readout
Backbone
KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5
Jev-compatible request
No
Runs on CPU
Yes
License
apache-2.0
Hugging Face
HIT-TMG/JevEmbed-KaLM-Embedding-V2.5

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FAQ

How much does JevEmbed-KaLM-Embedding-V2.5 cost?

JevEmbed-KaLM-Embedding-V2.5 has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can JevEmbed-KaLM-Embedding-V2.5 answer?

JevEmbed-KaLM-Embedding-V2.5 answers typed questions about a piece of text, returning a probability for each allowed answer.

Is JevEmbed-KaLM-Embedding-V2.5 well calibrated?

No calibration measurement for JevEmbed-KaLM-Embedding-V2.5 is recorded yet.

Is JevEmbed-KaLM-Embedding-V2.5 open weight, and can it run on a CPU?

Yes, JevEmbed-KaLM-Embedding-V2.5 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.