Zero-Shot Classification Models
Tracked zero-shot classification models monitored by OpenModelStats. Rankings below compare tracked models against each other — see the methodology for scope and limitations.
- Top-10 combined DL 30D
- 8.1M
- Tasks directory position
- See all tasks
- Growth history
- Available
- Last refresh
- Sep 22, 2026
Trending now
| # | Model | Task | DL 30D | 7D | Likes | Params |
|---|---|---|---|---|---|---|
| 1 | openjevopenjev | Zero-Shot Classification | 5,338 | — | ||
| 2 | clef-flash-4bitmlx-community | Zero-Shot Classification | 3,337 | — | ||
| 3 | Jeff-Qwen3.5-0.8Bmstrasser | Zero-Shot Classification | 2,143 | — | ||
| 4 | TinyDecideTheREZOR | Zero-Shot Classification | 0 | — | ||
| 5 | levinterfaze-ai | Zero-Shot Classification | 819 | — | ||
| 6 | Jeff-Qwen3.5-2Bmstrasser | Zero-Shot Classification | 885 | — | ||
| 7 | Vela-2.0-9Bvllm-sr | Zero-Shot Classification | 29 | — | ||
| 8 | Jeff-Gemma4-E2Bmstrasser | Zero-Shot Classification | 624 | — | ||
| 9 | Vela-2.0-0.8Bvllm-sr | Zero-Shot Classification | 17 | — | ||
| 10 | lev-GGUFggml-org | Zero-Shot Classification | 3,214 | — |
Most downloaded
| Model | Task | DL 30D | 7D | Likes | Params |
|---|---|---|---|---|---|
| bart-large-mnlifacebook | Zero-Shot Classification | 2.7M | 0.4%(up) | ||
| xlm-roberta-large-xnlijoeddav | Zero-Shot Classification | 2M | 11.5%(up) | ||
| mDeBERTa-v3-base-xnli-multilingual-nli-2mil7MoritzLaurer | Zero-Shot Classification | 885.7K | 2.4%(up) | ||
| nli-deberta-v3-basecross-encoder | Zero-Shot Classification | 734.6K | 2.3%(up) | ||
| DeBERTa-v3-base-mnli-fever-anliMoritzLaurer | Zero-Shot Classification | 455.8K | 0.1%(up) | ||
| nli-deberta-v3-smallcross-encoder | Zero-Shot Classification | 398.9K | 2.4%(up) | ||
| distilbert-base-uncased-mnlitypeform | Zero-Shot Classification | 363.2K | 1.4%(up) | ||
| nli-MiniLM2-L6-H768cross-encoder | Zero-Shot Classification | 260.4K | 2.1%(up) | ||
| deberta-v3-large-zeroshot-v2.0MoritzLaurer | Zero-Shot Classification | 171.4K | 0.5%(up) | ||
| mDeBERTa-v3-base-mnli-xnliMoritzLaurer | Zero-Shot Classification | 144.2K | 0.3%(up) |
Fastest growing
Downloads gained over the last seven tracked days.
| Model | Task | DL 30D | 7D7D gained | Likes | Params |
|---|---|---|---|---|---|
| xlm-roberta-large-xnlijoeddav | Zero-Shot Classification | 2M | +1.6M | ||
| bart-large-mnlifacebook | Zero-Shot Classification | 2.7M | +602.3K | ||
| mDeBERTa-v3-base-xnli-multilingual-nli-2mil7MoritzLaurer | Zero-Shot Classification | 885.7K | +208.7K | ||
| nli-deberta-v3-basecross-encoder | Zero-Shot Classification | 734.6K | +140.3K | ||
| distilbert-base-uncased-mnlitypeform | Zero-Shot Classification | 363.2K | +100.4K | ||
| DeBERTa-v3-base-mnli-fever-anliMoritzLaurer | Zero-Shot Classification | 455.8K | +86.9K | ||
| nli-deberta-v3-smallcross-encoder | Zero-Shot Classification | 398.9K | +85.8K | ||
| DeBERTa-v3-large-mnli-fever-anli-ling-wanliMoritzLaurer | Zero-Shot Classification | 126K | +42.7K | ||
| nli-MiniLM2-L6-H768cross-encoder | Zero-Shot Classification | 260.4K | +40.8K | ||
| deberta-v3-large-zeroshot-v2.0MoritzLaurer | Zero-Shot Classification | 171.4K | +29.2K |
New & notable
Published within the last 90 days with meaningful traction.
| Model | Task | DL 30D | 7D7D gained | Likes | Params | Published |
|---|---|---|---|---|---|---|
| vonwfzyx | Zero-Shot Classification | 93.6K | — | Sep 19, 2026 | ||
| Bespoke-Nimble-9B-v3-GGUFggml-org | Zero-Shot Classification | 13.3K | — | Oct 2, 2026 | ||
| OpenThai-SystemOneiapp | Zero-Shot Classification | 10.6K | — | Sep 20, 2026 | ||
| openjev-FP8openjev | Zero-Shot Classification | 10.2K | — | Sep 21, 2026 | ||
| opendecider-nanomanjunathshiva | Zero-Shot Classification | 6,229 | — | Sep 27, 2026 | ||
| openjevopenjev | Zero-Shot Classification | 5,338 | — | Sep 20, 2026 | ||
| clef-flash-4bitmlx-community | Zero-Shot Classification | 3,337 | — | Oct 1, 2026 | ||
| lev-GGUFggml-org | Zero-Shot Classification | 3,214 | — | Oct 1, 2026 | ||
| Jeff-Qwen3.5-0.8Bjeff-legacy | Zero-Shot Classification | 2,389 | — | Sep 28, 2026 | ||
| Jeff-Qwen3.5-0.8Bmstrasser | Zero-Shot Classification | 2,143 | — | Sep 28, 2026 |