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[!WARNING] This repository contains experimental models designed strictly for academic evaluation and research purposes.Critical Constraints:
- No Production Deployment: Experimental models must not be deployed in commercial, enterprise, or mission-critical environments under any circumstances.
- No Liability: Experimental models are provided "as-is" without warranties of any kind. The developers assume zero liability for downstream consequences, system integration failures, or regulatory non-compliance resulting from unauthorized deployment.
lm_eval --model hf --model_args pretrained=ethicalabs/Kurtis-E1.1-Qwen3-4B --tasks mmlu --device mps --batch_size 4| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.6849 | ± | 0.0037 | |
| - humanities | 2 | none | acc | ↑ | 0.5951 | ± | 0.0067 | |
| - formal_logic | 1 | none | 0 | acc | ↑ | 0.5952 | ± | 0.0439 |
| - high_school_european_history | 1 | none | 0 | acc | ↑ | 0.7879 | ± | 0.0319 |
| - high_school_us_history | 1 | none | 0 | acc | ↑ | 0.8333 | ± | 0.0262 |
| - high_school_world_history | 1 | none | 0 | acc | ↑ | 0.8439 | ± | 0.0236 |
| - international_law | 1 | none | 0 | acc | ↑ | 0.7686 | ± | 0.0385 |
| - jurisprudence | 1 | none | 0 | acc | ↑ | 0.7685 | ± | 0.0408 |
| - logical_fallacies | 1 | none | 0 | acc | ↑ | 0.8037 | ± | 0.0312 |
| - moral_disputes | 1 | none | 0 | acc | ↑ | 0.7081 | ± | 0.0245 |
| - moral_scenarios | 1 | none | 0 | acc | ↑ | 0.3754 | ± | 0.0162 |
| - philosophy | 1 | none | 0 | acc | ↑ | 0.7170 | ± | 0.0256 |
| - prehistory | 1 | none | 0 | acc | ↑ | 0.7346 | ± | 0.0246 |
| - professional_law | 1 | none | 0 | acc | ↑ | 0.4844 | ± | 0.0128 |
| - world_religions | 1 | none | 0 | acc | ↑ | 0.7778 | ± | 0.0319 |
| - other | 2 | none | acc | ↑ | 0.7161 | ± | 0.0078 | |
| - business_ethics | 1 | none | 0 | acc | ↑ | 0.7300 | ± | 0.0446 |
| - clinical_knowledge | 1 | none | 0 | acc | ↑ | 0.7396 | ± | 0.0270 |
| - college_medicine | 1 | none | 0 | acc | ↑ | 0.7168 | ± | 0.0344 |
| - global_facts | 1 | none | 0 | acc | ↑ | 0.3300 | ± | 0.0473 |
| - human_aging | 1 | none | 0 | acc | ↑ | 0.6771 | ± | 0.0314 |
| - management | 1 | none | 0 | acc | ↑ | 0.8155 | ± | 0.0384 |
| - marketing | 1 | none | 0 | acc | ↑ | 0.8675 | ± | 0.0222 |
| - medical_genetics | 1 | none | 0 | acc | ↑ | 0.7600 | ± | 0.0429 |
| - miscellaneous | 1 | none | 0 | acc | ↑ | 0.8008 | ± | 0.0143 |
| - nutrition | 1 | none | 0 | acc | ↑ | 0.7255 | ± | 0.0256 |
| - professional_accounting | 1 | none | 0 | acc | ↑ | 0.5390 | ± | 0.0297 |
| - professional_medicine | 1 | none | 0 | acc | ↑ | 0.7390 | ± | 0.0267 |
| - virology | 1 | none | 0 | acc | ↑ | 0.5000 | ± | 0.0389 |
| - social sciences | 2 | none | acc | ↑ | 0.7813 | ± | 0.0074 | |
| - econometrics | 1 | none | 0 | acc | ↑ | 0.6228 | ± | 0.0456 |
| - high_school_geography | 1 | none | 0 | acc | ↑ | 0.8283 | ± | 0.0269 |
| - high_school_government_and_politics | 1 | none | 0 | acc | ↑ | 0.8756 | ± | 0.0238 |
| - high_school_macroeconomics | 1 | none | 0 | acc | ↑ | 0.7590 | ± | 0.0217 |
| - high_school_microeconomics | 1 | none | 0 | acc | ↑ | 0.8151 | ± | 0.0252 |
| - high_school_psychology | 1 | none | 0 | acc | ↑ | 0.8679 | ± | 0.0145 |
| - human_sexuality | 1 | none | 0 | acc | ↑ | 0.7405 | ± | 0.0384 |
| - professional_psychology | 1 | none | 0 | acc | ↑ | 0.7173 | ± | 0.0182 |
| - public_relations | 1 | none | 0 | acc | ↑ | 0.6818 | ± | 0.0446 |
| - security_studies | 1 | none | 0 | acc | ↑ | 0.7265 | ± | 0.0285 |
| - sociology | 1 | none | 0 | acc | ↑ | 0.8308 | ± | 0.0265 |
| - us_foreign_policy | 1 | none | 0 | acc | ↑ | 0.8100 | ± | 0.0394 |
| - stem | 2 | none | acc | ↑ | 0.6943 | ± | 0.0079 | |
| - abstract_algebra | 1 | none | 0 | acc | ↑ | 0.5700 | ± | 0.0498 |
| - anatomy | 1 | none | 0 | acc | ↑ | 0.6370 | ± | 0.0415 |
| - astronomy | 1 | none | 0 | acc | ↑ | 0.8092 | ± | 0.0320 |
| - college_biology | 1 | none | 0 | acc | ↑ | 0.8333 | ± | 0.0312 |
| - college_chemistry | 1 | none | 0 | acc | ↑ | 0.5400 | ± | 0.0501 |
| - college_computer_science | 1 | none | 0 | acc | ↑ | 0.6600 | ± | 0.0476 |
| - college_mathematics | 1 | none | 0 | acc | ↑ | 0.5700 | ± | 0.0498 |
| - college_physics | 1 | none | 0 | acc | ↑ | 0.5784 | ± | 0.0491 |
| - computer_security | 1 | none | 0 | acc | ↑ | 0.7800 | ± | 0.0416 |
| - conceptual_physics | 1 | none | 0 | acc | ↑ | 0.7787 | ± | 0.0271 |
| - electrical_engineering | 1 | none | 0 | acc | ↑ | 0.7586 | ± | 0.0357 |
| - elementary_mathematics | 1 | none | 0 | acc | ↑ | 0.6878 | ± | 0.0239 |
| - high_school_biology | 1 | none | 0 | acc | ↑ | 0.8742 | ± | 0.0189 |
| - high_school_chemistry | 1 | none | 0 | acc | ↑ | 0.7192 | ± | 0.0316 |
| - high_school_computer_science | 1 | none | 0 | acc | ↑ | 0.8500 | ± | 0.0359 |
| - high_school_mathematics | 1 | none | 0 | acc | ↑ | 0.4741 | ± | 0.0304 |
| - high_school_physics | 1 | none | 0 | acc | ↑ | 0.6225 | ± | 0.0396 |
| - high_school_statistics | 1 | none | 0 | acc | ↑ | 0.7083 | ± | 0.0310 |
| - machine_learning | 1 | none | 0 | acc | ↑ | 0.5268 | ± | 0.0474 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.6849 | ± | 0.0037 | |
| - humanities | 2 | none | acc | ↑ | 0.5951 | ± | 0.0067 | |
| - other | 2 | none | acc | ↑ | 0.7161 | ± | 0.0078 | |
| - social sciences | 2 | none | acc | ↑ | 0.7813 | ± | 0.0074 | |
| - stem | 2 | none | acc | ↑ | 0.6943 | ± | 0.0079 |