Text and multimodal embeddings
33
Models
8
Benchmarks
23
Providers
32
Open Weight
33
Deployable Now
32 self-host
33
Structured benchmark-backed rows
0
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Capability | Quality | Params | SWE-Bench | Aider Polyglot | GAIA | LiveBench Language | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Gemini Embedding 001 |
| 52.4 |
| 21.3 |
| Undisclosed |
| 42.4 |
| 83.1 |
| — |
| — |
$1.25/M Cheapest verified |
| — |
6 | Qwen3-VL-Embedding-8B Qwen Open WeightsStructured | 35.1 | 44.4 | 8B | — | — | 44.2 | — | Free Free | — |
21 | Qwen3Guard-Stream-0.6B Qwen Open WeightsStructured | 34.2 | 36.8 | 597M | — | — | 44.2 | — | Free Free | — |
26 | Qwen3Guard-Stream-8B Qwen Open WeightsStructured | 34.2 | 35.8 | 8B | — | — | 44.2 | — | Free Free | — |
11 | Qwen3-Embedding-8B Qwen Open WeightsStructured | 33.4 | 42.3 | 8B | — | — | 44.2 | — | Free Free | — |
10 | embeddinggemma-300m | 32.4 | 44.0 | 303M | 42.4 | — | — | — | Free Free | — |
16 | Qwen3-Embedding-0.6B Qwen Open WeightsStructured | 29.4 | 42.9 | 596M | 42.4 | 8.0 | 44.2 | — | Free Free | — |
4 | qwen3-reranker-0.6b light770 Open WeightsStructuredArchived | — | — | 600M | 42.4 | — | 44.2 | — | Free Free | — |
6 | qwen3-embedding-0.6b light770 Open WeightsStructuredArchived | — | — | 600M | 42.4 | 8.0 | 44.2 | — | Free Free | — |
10 | LaSER-Qwen3-8B Alibaba-NLP Open WeightsStructured | — | — | 8B | — | — | 44.2 | — | Free Free | — |
11 | Qwen3-Embedding-4B dengcao Open WeightsStructured | — | — | 4B | — | — | 44.2 | — | Free Free | — |
12 | Qwen3-Embedding-0.6B unsloth Open WeightsStructured | — | — | 596M | — | — | 44.2 | — | Free Free | — |
13 | Qwen3.5-9B-DFlash-GGUF Anbeeld Open WeightsStructured | — | — | 9B | — | — | 44.2 | — | Free Free | — |
14 | Qwen3-VL-8B-embedding c6oisini Open WeightsStructured | — | — | 8B | — | — | 44.2 | — | Free Free | — |
15 | Qwen3.6-27B-DFlash-GGUF Anbeeld Open WeightsStructured | — | — | 27B | — | — | 44.2 | — | Free Free | — |
16 | LLM2Vec-Gen-Qwen3-8B McGill-NLP Open WeightsStructured | — | — | 8B | — | — | 44.2 | — | Free Free | — |
17 | Qwen3-Embedding-4B-GGUF Mungert Open WeightsStructured | — | — | 4B | — | — | 44.2 | — | Free Free | — |
18 | Qwen3-Embedding-0.6B-onnx Qdrant Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
19 | qwen3-embedding-0.6b WilliamSong Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
20 | Qwen3-Embedding-0.6B-GGUF PeterAM4 Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
21 | Qwen3-Embedding-0.6B-GraphQL xthor Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
22 | gte-Qwen2-1.5B-instruct Alibaba-NLP Open WeightsStructured | — | — | 2B | — | — | 0.3 | 0.0 | Free Free | — |
23 | gme-Qwen2-VL-7B-Instruct Alibaba-NLP Open WeightsStructured | — | — | 8B | — | — | — | — | Free Free | — |
24 | Mursit-Embed-Qwen3-1.7B-TR newmindai Open WeightsStructured | — | — | 2B | — | — | 44.2 | — | Free Free | — |
25 | Qwen3-Embedding-8B-W4A16-G128 boboliu Open WeightsStructured | — | — | 8B | — | — | 44.2 | — | Free Free | — |
26 | Qwen3-VL-Embedding-8B-FP8 RamManavalan Open WeightsStructured | — | — | 8B | — | — | 44.2 | — | Free Free | — |
27 | Qwen3-VL-Embedding-2B-4bit mlx-community Open WeightsStructured | — | — | 2B | — | — | 44.2 | — | Free Free | — |
28 | Qwen3-Embedding-0.6B-Q4_K_M-GGUF enacimie Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
29 | Qwen3-Embedding-4B-4bit-DWQ mlx-community Open WeightsStructured | — | — | 4B | — | — | 44.2 | — | Free Free | — |
30 | Qwen3-VL-Embedding-2B-FP8-DYNAMIC alexliap Open WeightsStructured | — | — | 2B | — | — | 44.2 | — | Free Free | — |
31 | AX-Qwen3-Embedding-0.6B-MLX-8bit AutomatosX Open WeightsStructured | — | — | 600M | — | — | 44.2 | — | Free Free | — |
32 | qwen3.5-4l-vocab40k-en-ko-headless mp-juuuns Open WeightsStructured | — | — | Unknown | — | — | 44.2 | — | Free Free | — |
33 | NanoVDR-Q-DistilBERT-Qwen3VL2B-2048-ML nanovdr Open WeightsStructured | — | — | Unknown | — | — | 44.2 | — | Free Free | — |