Text Ranking Models
Tracked text ranking models monitored by OpenModelStats. Rankings below compare tracked models against each other — see the methodology for scope and limitations.
- Top-10 combined DL 30D
- 110.6M
- Tasks directory position
- See all tasks
- Growth history
- Accumulating
- Last refresh
- Aug 24, 2026
Trending now
| # | Model | Task | DL 30D | 7D | Likes | Params |
|---|---|---|---|---|---|---|
| 1 | Qwen3-VL-Reranker-2BQwen | Text Ranking | 1.9M | — | ||
| 2 | Qwen3-Reranker-8BQwen | Text Ranking | 138.7K | — | ||
| 3 | Qwen3-Reranker-0.6B-GGUF-llama_cppVoodisss | Text Ranking | 6,618 | — | ||
| 4 | gte-multilingual-reranker-baseAlibaba-NLP | Text Ranking | 919.4K | — | ||
| 5 | Qwen3-VL-Reranker-8BQwen | Text Ranking | 103.4K | — | ||
| 6 | Qwen3-Reranker-4B-GGUF-llama_cppVoodisss | Text Ranking | 4,787 | — | ||
| 7 | llama-nemotron-rerank-vl-1b-v2nvidia | Text Ranking | 51.5K | — | ||
| 8 | Qwen3-Reranker-0.6B-seq-clstomaarsen | Text Ranking | 210.5K | — | ||
| 9 | jina-reranker-v3.5jinaai | Text Ranking | 27.1K | — | ||
| 10 | Qwen3-Reranker-0.6BQwen | Text Ranking | 2.2M | — |
Most downloaded
| Model | Task | DL 30D | 7D | Likes | Params |
|---|---|---|---|---|---|
| ms-marco-MiniLM-L6-v2cross-encoder | Text Ranking | 87.8M | — | ||
| ms-marco-MiniLM-L4-v2cross-encoder | Text Ranking | 8M | — | ||
| Qwen3-Reranker-4BQwen | Text Ranking | 2.7M | — | ||
| Qwen3-Reranker-0.6BQwen | Text Ranking | 2.2M | — | ||
| gte-reranker-modernbert-baseAlibaba-NLP | Text Ranking | 2M | — | ||
| ms-marco-MiniLM-L12-v2cross-encoder | Text Ranking | 2M | — | ||
| Qwen3-VL-Reranker-2BQwen | Text Ranking | 1.9M | — | ||
| mmarco-mMiniLMv2-L12-H384-v1cross-encoder | Text Ranking | 1.7M | — | ||
| jina-reranker-v2-base-multilingualjinaai | Text Ranking | 1.2M | — | ||
| ms-marco-MiniLM-L2-v2cross-encoder | Text Ranking | 1.1M | — |
New & notable
Published within the last 90 days with meaningful traction.
| Model | Task | DL 30D | 7D gained | Likes | Params | Published |
|---|---|---|---|---|---|---|
| onebrain-rerank-v1onebrain-ai | Text Ranking | 28.3K | — | Jul 6, 2026 | ||
| jina-reranker-v3.5jinaai | Text Ranking | 27.1K | — | Jul 14, 2026 | ||
| modernbert-tr-rerankerytu-ce-cosmos | Text Ranking | 18.1K | — | Jun 30, 2026 | ||
| cartographer-ecommerce-reranker-MiniLM-L6-v22013khansohail | Text Ranking | 8,237 | — | Jun 7, 2026 | ||
| jina-reranker-v3.5-GGUFjinaai | Text Ranking | 3,551 | — | Jul 24, 2026 | ||
| rerank-indonesiamadebyaris | Text Ranking | 2,497 | — | Jun 18, 2026 | ||
| Qwen3-Reranker-0.6B-4bitmlx-community | Text Ranking | 1,128 | — | Jun 6, 2026 | ||
| LAMAR-600mnlpai-lab | Text Ranking | 1,101 | — | Jul 21, 2026 | ||
| llama-nemotron-rerank-1b-v2-GGUFkread | Text Ranking | 480 | — | Jun 3, 2026 | ||
| ru-reranker-modernbert-smallARGA100 | Text Ranking | 469 | — | Jun 27, 2026 |