all-MiniLM-L6-v2 vs Qwen3-VL-Embedding-2B

Specs, VRAM requirements and download trends — updated 10 November 2026.

sentence-transformers · A · Open weights
Params
20 M
Context
512
30d
177.6 M
apache-2.0 · commercial OK
Qwen · B · Open weights
Params
2.1 B
Context
—
30d
517 K
apache-2.0 · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification all-MiniLM-L6-v2 Qwen3-VL-Embedding-2B
Parameters 20 M 2.1 B
Architecture BertModel Qwen3VLForConditionalGeneration
Context length 512 —
Licence apache-2.0 apache-2.0
Commercial use Allowed Allowed
Languages 1 —
Downloads 30d 177,602,109 516,518
Downloads all time 4.2 B 12.1 M
Quantizations on the Hub SAFETENSORS SAFETENSORS
Gated No No
First seen on the Hub 2022-03-02 2026-01-07

Download trend

Daily snapshots, last 90 days (13 Aug – 10 Nov)

259.7 M517 K
all-MiniLM-L6-v2 Qwen3-VL-Embedding-2B

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

all-MiniLM-L6-v2 · fp16 0.6 GB / 24 GB
✅ Runs comfortably
Qwen3-VL-Embedding-2B · fp16 5.5 GB / 24 GB
✅ Runs comfortably

Adjacent comparisons