Instructions to use twainsk/qev-450m-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use twainsk/qev-450m-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download twainsk/qev-450m-mlx --local-dir qev-450m-mlx
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download reports/order_probe.json from twainsk/qev-450m-mlx: direct link, hf CLI and curl.
- Browser
- Download file 1.99 kB
-
https://huggingface.co/twainsk/qev-450m-mlx/resolve/main/reports/order_probe.json
- Command line
-
hf download hf://twainsk/qev-450m-mlx/reports/order_probe.json
-
curl -L -o order_probe.json https://huggingface.co/twainsk/qev-450m-mlx/resolve/main/reports/order_probe.json
1.99 kB
| { | |
| "vl-a": { | |
| "questions": 1380, | |
| "accuracy_original": 0.8608695652173913, | |
| "accuracy_reversed": 0.8507246376811595, | |
| "choice_flip_rate": 0.07246376811594203, | |
| "mean_max_probability_shift": 0.06171099624336428, | |
| "p95_max_probability_shift": 0.28460516488096166, | |
| "flip_rate_by_source": { | |
| "agnews": 0.05, | |
| "agnews_yn": 0.025, | |
| "amazon": 0.21666666666666667, | |
| "banking77": 0.26666666666666666, | |
| "boolq": 0.016666666666666666, | |
| "dbpedia14": 0.0, | |
| "imdb": 0.03333333333333333, | |
| "mnli": 0.11666666666666667, | |
| "snake": 0.01, | |
| "sst5": 0.25, | |
| "synthetic_approval_en": 0.0, | |
| "synthetic_approval_zh": 0.0, | |
| "synthetic_deadline_en": 0.16666666666666666, | |
| "synthetic_deadline_zh": 0.16666666666666666, | |
| "synthetic_membership_en": 0.5, | |
| "synthetic_membership_zh": 0.75, | |
| "synthetic_refund_en": 0.0, | |
| "synthetic_refund_zh": 0.0, | |
| "trec": 0.05, | |
| "yelp": 0.21666666666666667, | |
| "yelp_yn": 0.0 | |
| } | |
| }, | |
| "vl-b": { | |
| "questions": 1380, | |
| "accuracy_original": 0.7355072463768116, | |
| "accuracy_reversed": 0.658695652173913, | |
| "choice_flip_rate": 0.2898550724637681, | |
| "mean_max_probability_shift": 0.11812757232253329, | |
| "p95_max_probability_shift": 0.43785602348204056, | |
| "flip_rate_by_source": { | |
| "agnews": 0.1, | |
| "agnews_yn": 0.6083333333333333, | |
| "amazon": 0.55, | |
| "banking77": 0.7, | |
| "boolq": 0.48333333333333334, | |
| "dbpedia14": 0.05, | |
| "imdb": 0.7333333333333333, | |
| "mnli": 0.65, | |
| "snake": 0.0, | |
| "sst5": 0.5, | |
| "synthetic_approval_en": 0.0, | |
| "synthetic_approval_zh": 0.0, | |
| "synthetic_deadline_en": 0.0, | |
| "synthetic_deadline_zh": 0.16666666666666666, | |
| "synthetic_membership_en": 0.9166666666666666, | |
| "synthetic_membership_zh": 0.75, | |
| "synthetic_refund_en": 1.0, | |
| "synthetic_refund_zh": 1.0, | |
| "trec": 0.2, | |
| "yelp": 0.55, | |
| "yelp_yn": 0.13333333333333333 | |
| } | |
| } | |
| } | |