Text Classification
PEFT
Safetensors
English
decision-model
calibration
lora
multiple-choice
typesafe
prototype
Eval Results (legacy)
Instructions to use jaredpalmer/kev-0.5b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use jaredpalmer/kev-0.5b with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
v0.1: kev-0.5b (Qwen2.5-0.5B + LoRA + pointer head), CE only, acc 0.799 / ECE 0.065
79c5c24 verified Download eval.json from jaredpalmer/kev-0.5b: direct link, hf CLI and curl.
- Browser
- Download file 4.51 kB
-
https://huggingface.co/jaredpalmer/kev-0.5b/resolve/main/eval.json
- Command line
-
hf download hf://jaredpalmer/kev-0.5b/eval.json
-
curl -L -o eval.json https://huggingface.co/jaredpalmer/kev-0.5b/resolve/main/eval.json
4.51 kB
| { | |
| "run": "runs/kev", | |
| "holdout_sources": [], | |
| "baseline_zero_shot_base": { | |
| "agnews": { | |
| "n": 150, | |
| "acc": 0.8133333333333334, | |
| "ece": 0.06872746845086417, | |
| "mean_conf": 0.7705230579773585 | |
| }, | |
| "agnews_yn": { | |
| "n": 300, | |
| "acc": 0.78, | |
| "ece": 0.1028619595368703, | |
| "mean_conf": 0.7659800553321838 | |
| }, | |
| "sst5": { | |
| "n": 150, | |
| "acc": 0.37333333333333335, | |
| "ece": 0.08330158472061158, | |
| "mean_conf": 0.4375393835703532 | |
| }, | |
| "boolq": { | |
| "n": 150, | |
| "acc": 0.4266666666666667, | |
| "ece": 0.27390830198923743, | |
| "mean_conf": 0.7005749686559042 | |
| }, | |
| "yelp": { | |
| "n": 150, | |
| "acc": 0.31333333333333335, | |
| "ece": 0.0428644096851349, | |
| "mean_conf": 0.2963246401151021 | |
| }, | |
| "yelp_yn": { | |
| "n": 150, | |
| "acc": 0.8333333333333334, | |
| "ece": 0.12900178631146747, | |
| "mean_conf": 0.711561503012975 | |
| }, | |
| "mnli": { | |
| "n": 150, | |
| "acc": 0.46, | |
| "ece": 0.2252740067243576, | |
| "mean_conf": 0.6829265818993251 | |
| } | |
| }, | |
| "baseline_zero_shot_instruct": { | |
| "agnews": { | |
| "n": 150, | |
| "acc": 0.7866666666666666, | |
| "ece": 0.1601808597644171, | |
| "mean_conf": 0.9435027374823888 | |
| }, | |
| "agnews_yn": { | |
| "n": 300, | |
| "acc": 0.8533333333333334, | |
| "ece": 0.06154396494229632, | |
| "mean_conf": 0.791789368391037 | |
| }, | |
| "sst5": { | |
| "n": 150, | |
| "acc": 0.44666666666666666, | |
| "ece": 0.3441617304086685, | |
| "mean_conf": 0.7542105954885483 | |
| }, | |
| "boolq": { | |
| "n": 150, | |
| "acc": 0.6066666666666667, | |
| "ece": 0.0836830314000448, | |
| "mean_conf": 0.6903496980667114 | |
| }, | |
| "yelp": { | |
| "n": 150, | |
| "acc": 0.35333333333333333, | |
| "ece": 0.07781609197457631, | |
| "mean_conf": 0.3684885170062383 | |
| }, | |
| "yelp_yn": { | |
| "n": 150, | |
| "acc": 0.8333333333333334, | |
| "ece": 0.06565124352773032, | |
| "mean_conf": 0.8569089023272196 | |
| }, | |
| "mnli": { | |
| "n": 150, | |
| "acc": 0.43333333333333335, | |
| "ece": 0.3897599758704503, | |
| "mean_conf": 0.8230933092037837 | |
| } | |
| }, | |
| "accuracy_calibration": { | |
| "agnews": { | |
| "n": 150, | |
| "acc": 0.94, | |
| "ece": 0.02787075857321425, | |
| "nll": 0.21451582382221224, | |
| "mean_conf": 0.9441667677958806 | |
| }, | |
| "agnews_yn": { | |
| "n": 300, | |
| "acc": 0.96, | |
| "ece": 0.01691638271013903, | |
| "nll": 0.10442558608399229, | |
| "mean_conf": 0.9658287052313487 | |
| }, | |
| "sst5": { | |
| "n": 150, | |
| "acc": 0.5333333333333333, | |
| "ece": 0.12093879044055943, | |
| "nll": 1.169872780334628, | |
| "mean_conf": 0.6458062372605006, | |
| "score_mae_levels": 0.5936220041739337 | |
| }, | |
| "boolq": { | |
| "n": 150, | |
| "acc": 0.7533333333333333, | |
| "ece": 0.13565061767896014, | |
| "nll": 0.6336200484640118, | |
| "mean_conf": 0.8791843442122141 | |
| }, | |
| "yelp": { | |
| "n": 150, | |
| "acc": 0.5533333333333333, | |
| "ece": 0.11765717585881552, | |
| "nll": 0.9509858549967819, | |
| "mean_conf": 0.6709905091921489, | |
| "score_mae_levels": 0.5347741969060735 | |
| }, | |
| "yelp_yn": { | |
| "n": 150, | |
| "acc": 0.8866666666666667, | |
| "ece": 0.083875914812088, | |
| "nll": 0.3330675296269493, | |
| "mean_conf": 0.9531527554988861 | |
| }, | |
| "mnli": { | |
| "n": 150, | |
| "acc": 0.7466666666666667, | |
| "ece": 0.09995454927285516, | |
| "nll": 0.6312906145540002, | |
| "mean_conf": 0.8385461642344793 | |
| }, | |
| "banking77": { | |
| "n": 150, | |
| "acc": 0.86, | |
| "ece": 0.05680914471546812, | |
| "nll": 0.5588821548329137, | |
| "mean_conf": 0.9066748427351315 | |
| }, | |
| "ALL": { | |
| "n": 1350, | |
| "acc": 0.7992592592592592, | |
| "ece": 0.0653030041080934, | |
| "mean_conf": 0.8633532257102154 | |
| } | |
| }, | |
| "temperature_scaling": { | |
| "T": 1.4741506576538086, | |
| "n_fit": 676, | |
| "n_held": 674, | |
| "before": { | |
| "nll": 0.5052552819252014, | |
| "ece": 0.05687867120483156 | |
| }, | |
| "after": { | |
| "nll": 0.48128193616867065, | |
| "ece": 0.031318123875191346 | |
| } | |
| }, | |
| "permutation": { | |
| "n": 81, | |
| "argmax_flip_rate": 0.07407407407407407, | |
| "mean_prob_spread": 0.06532220676811527, | |
| "p90_prob_spread": 0.2485833764076233 | |
| }, | |
| "iia": { | |
| "n": 86, | |
| "mean_abs_logodds_shift": 0.13282728950854877, | |
| "mean_shift": 0.0404207781784885, | |
| "p90_abs_shift": 0.34304980440445876 | |
| }, | |
| "isolation": { | |
| "sibling": { | |
| "mean_p_code": 0.030429982068017124, | |
| "min": 0.010374528355896473, | |
| "max": 0.07068686187267303 | |
| }, | |
| "state": { | |
| "mean_p_code": 0.9903109312057495, | |
| "min": 0.9674482941627502, | |
| "max": 0.99826979637146 | |
| }, | |
| "absent": { | |
| "mean_p_code": 0.03043001419864595, | |
| "min": 0.01037475187331438, | |
| "max": 0.07068636268377304 | |
| } | |
| }, | |
| "packed_vs_separate": { | |
| "n_questions": 80, | |
| "max_abs_prob_diff": 3.6954879760742188e-06, | |
| "mean_abs_prob_diff": 2.1806145014124923e-07, | |
| "packed_s": 2.3287577629089355, | |
| "separate_s": 4.706204175949097, | |
| "speedup": 2.020907563211043 | |
| } | |
| } |