Text Classification
PEFT
Safetensors
English
decision-model
system-one
lora
calibrated
classification
routing
jev
jev-like
typesafe
Instructions to use ait-hf/certus-jev-like-v0007 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use ait-hf/certus-jev-like-v0007 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Download v0007-support/manifest.json from ait-hf/certus-jev-like-v0007: direct link, hf CLI and curl.
- Browser
- Download file 1.16 kB
-
https://huggingface.co/ait-hf/certus-jev-like-v0007/resolve/main/v0007-support/manifest.json
- Command line
-
hf download hf://ait-hf/certus-jev-like-v0007/v0007-support/manifest.json
-
curl -L -o manifest.json https://huggingface.co/ait-hf/certus-jev-like-v0007/resolve/main/v0007-support/manifest.json
1.16 kB
| { | |
| "version": "v0007-support", | |
| "parent": "v0007", | |
| "parents": [ | |
| "v0007" | |
| ], | |
| "kind": "lmhead", | |
| "backbone": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "max_len": 1024, | |
| "created": "2026-09-18T12:52:37+00:00", | |
| "tasks": [ | |
| "banking77", | |
| "clinc150", | |
| "massive_intent" | |
| ], | |
| "trained_on": [ | |
| "banking77", | |
| "clinc150", | |
| "massive_intent" | |
| ], | |
| "holdout": [ | |
| "trec" | |
| ], | |
| "steps": 1067, | |
| "train_examples": 12000, | |
| "args": { | |
| "cmd": "lmtrain", | |
| "lora_r": 8, | |
| "loss": "mix", | |
| "max_per_task": 4000, | |
| "epochs": 1, | |
| "lr": 0.0001, | |
| "anchor": 0.1 | |
| }, | |
| "metrics": {}, | |
| "unseen_test_uncalibrated": { | |
| "trec": { | |
| "n": 500, | |
| "acc": 0.758, | |
| "nll": 0.767611707548029, | |
| "brier": 0.37113630112335455, | |
| "ece": 0.08773053616285323, | |
| "mean_conf": 0.8239709965586662, | |
| "cov@0.5": 0.924, | |
| "acc@0.5": 0.7835497835497836, | |
| "cov@0.7": 0.762, | |
| "acc@0.7": 0.8293963254593176, | |
| "cov@0.9": 0.474, | |
| "acc@0.9": 0.8734177215189873 | |
| } | |
| }, | |
| "summary": { | |
| "mean_acc": null, | |
| "mean_ece": null | |
| }, | |
| "history": [] | |
| } |