KaLM-Embedding-Gemma3-12B-2511 (tencent) specs, prices, where it runs and its benchmark standing

Name: KaLM-Embedding-Gemma3-12B-2511 (tencent)
Author: Tencent

open weights · top 10 on 1 of 1 · released Nov 6, 2025

Provider: Tencent
Release date: Nov 6, 2025; Boards
Parameters: 11.8B total; Hugging Face
Modalities: Text to Embeddings; Hugging Face
License: Tencent KALM Embedding Community; Hugging Face
Hosting: self-host: weights on Hugging Face
Hardware: Estimate: about 24 GB of weights as published (BF16), about 12 GB at 8-bit, about 5.9 GB at 4-bit, plus memory for the context; Hugging Face config
Weights: Open weights
Benchmarks: 1 board captured

Rank	Board	Category	Score	Of	Over time
2	MTEBEmbeddings · as “tencent/KaLM-Embedding-Gemma3-12B-2511”	Embeddings	72.3%	96

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