Feature Extraction
Transformers
Safetensors
multilingual
qwen3_5_text
qwen3.5
classification-backbone
text-classification
knowledge-distillation
model-compression
edge-ai
Instructions to use mp-juuuns/qwen35-standalone4l-classification-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mp-juuuns/qwen35-standalone4l-classification-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="mp-juuuns/qwen35-standalone4l-classification-base")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("mp-juuuns/qwen35-standalone4l-classification-base") model = AutoModel.from_pretrained("mp-juuuns/qwen35-standalone4l-classification-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "schema": "standalone4l-transfer-summary-v1", | |
| "claim_scope": "Exploratory one-task transfer evidence on a previously opened 55-article SemEval-derived test split; not confirmatory.", | |
| "metric": "article-level multilabel Macro-F1", | |
| "seeds": [ | |
| 41, | |
| 42, | |
| 43 | |
| ], | |
| "task_agnostic_base": { | |
| "values": [ | |
| 0.5883093293517536, | |
| 0.6028379036218096, | |
| 0.5712816197954101 | |
| ], | |
| "mean": 0.5874762842563245, | |
| "sample_sd": 0.01579462678670608 | |
| }, | |
| "structural_copy_control": { | |
| "values": [ | |
| 0.5169424579262757, | |
| 0.5349405779540175, | |
| 0.5023778364496152 | |
| ], | |
| "mean": 0.5180869574433028, | |
| "sample_sd": 0.016311512588628545 | |
| }, | |
| "same_seed_deltas": [ | |
| 0.07136687142547793, | |
| 0.06789732566779205, | |
| 0.06890378334579494 | |
| ], | |
| "mean_delta": 0.06938932681302164, | |
| "publication_gate_passed": true, | |
| "existing_specialized_separate_lineage": { | |
| "values": [ | |
| 0.5832848452288824, | |
| 0.5958405181160762, | |
| 0.5835785045218137 | |
| ], | |
| "mean": 0.5875679559555907, | |
| "sample_sd": 0.007165593191426643 | |
| }, | |
| "test_articles": 55, | |
| "test_previously_opened": true, | |
| "three_seed_sd_is_not_confidence_interval": true | |
| } | |