Text Classification
PEFT
Safetensors
English
decision-model
calibration
lora
multiple-choice
typesafe
qwen3.5
Eval Results (legacy)
Instructions to use jaredpalmer/kev-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use jaredpalmer/kev-4b with PEFT:
from peft import PeftModel from transformers import AutoModel base_model = AutoModel.from_pretrained("Qwen/Qwen3.5-4B-Base") model = PeftModel.from_pretrained(base_model, "jaredpalmer/kev-4b") - Notebooks
- Google Colab
- Kaggle
Commit History
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Kev 1.0 model card (weights unchanged)
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Kev-4B round 10: skills delta (hard-v1 + devtools-v1) on top of round 8
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card: name the branch that holds the round-8 record
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Kev-4B: real-document delta (round 8; documents-v1 locked test 0.804 -> 0.904)
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card wording
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calibration built in: head.pt carries the fitted temperature; KEV_TEMPERATURE=1.0 for raw logits
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Model card: link the Space demo
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Kev-4B: dates+unknowable delta on the v7 checkpoint (locked test 0.871 / 0.837); previous weights at tag v7-base
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Kev-4B: Qwen3.5-4B-Base, decision-v7 recipe (locked test 0.870 / 0.832); previous Qwen3 weights at tag qwen3
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Card: Kev display names; Kev-0.5B scored on the same out-of-domain items (0.561)
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kev-4b: card note
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kev-4b: card refresh (0.6b column)
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kev kev-4b: release card
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kev-4b preview, decision-v7 recipe (transfer 0.790 dev / 0.806 locked; held-out pairs 0.73)
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Card: Jev reference numbers from the transfer-v4 report (0.857 / Brier 0.211 / pairs 0.86)
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Card: third seed (0.759/0.758/0.759)
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Card: fix per-source line
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Card: product-example caveat
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Research preview: Qwen3-4B-Base + LoRA r16, decision-v4, lr 5e-5 (trial lowdrift-4b-v4/01-trial-1); dev 0.843, transfer 0.759; locked test 0.852 / 0.794 (one ungated read)
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initial commit
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