2026-04-12:02:58:12 WARNING  [config.evaluate_config:281] --limit SHOULD ONLY BE USED FOR TESTING. REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT.
2026-04-12:02:58:15 INFO     [_cli.run:376] Selected Tasks: ['mmlu', 'hellaswag', 'arc_easy', 'arc_challenge', 'winogrande', 'kmmlu', 'kobest_boolq', 'kobest_copa', 'kobest_hellaswag']
🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.
Unsloth: Your Flash Attention 2 installation seems to be broken. Using Xformers instead. No performance changes will be seen.
🦥 Unsloth Zoo will now patch everything to make training faster!

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hf ({'pretrained': 'unsloth/Qwen3-4B-Base'}), gen_kwargs: ({}), limit: 400.0, num_fewshot: None, batch_size: 12
|                       Tasks                        |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
|----------------------------------------------------|------:|------|-----:|--------|---|-----:|---|------|
|arc_challenge                                       |      1|none  |     0|acc     |↑  |0.4525|±  |0.0249|
|                                                    |       |none  |     0|acc_norm|↑  |0.4975|±  |0.0250|
|arc_easy                                            |      1|none  |     0|acc     |↑  |0.7625|±  |0.0213|
|                                                    |       |none  |     0|acc_norm|↑  |0.7550|±  |0.0215|
|hellaswag                                           |      1|none  |     0|acc     |↑  |0.4925|±  |0.0250|
|                                                    |       |none  |     0|acc_norm|↑  |0.6225|±  |0.0243|
|kmmlu                                               |      2|none  |      |acc     |↑  |0.4756|±  |0.0039|
| - kmmlu_applied_science                            |      2|none  |      |acc     |↑  |0.4587|±  |0.0071|
|  - kmmlu_aviation_engineering_and_maintenance      |      2|none  |     0|acc     |↑  |0.4475|±  |0.0249|
|  - kmmlu_electronics_engineering                   |      2|none  |     0|acc     |↑  |0.6500|±  |0.0239|
|  - kmmlu_energy_management                         |      2|none  |     0|acc     |↑  |0.4000|±  |0.0245|
|  - kmmlu_environmental_science                     |      2|none  |     0|acc     |↑  |0.3875|±  |0.0244|
|  - kmmlu_gas_technology_and_engineering            |      2|none  |     0|acc     |↑  |0.3775|±  |0.0243|
|  - kmmlu_geomatics                                 |      2|none  |     0|acc     |↑  |0.4325|±  |0.0248|
|  - kmmlu_industrial_engineer                       |      2|none  |     0|acc     |↑  |0.4275|±  |0.0248|
|  - kmmlu_machine_design_and_manufacturing          |      2|none  |     0|acc     |↑  |0.5200|±  |0.0250|
|  - kmmlu_maritime_engineering                      |      2|none  |     0|acc     |↑  |0.4050|±  |0.0246|
|  - kmmlu_nondestructive_testing                    |      2|none  |     0|acc     |↑  |0.4825|±  |0.0250|
|  - kmmlu_railway_and_automotive_engineering        |      2|none  |     0|acc     |↑  |0.3875|±  |0.0244|
|  - kmmlu_telecommunications_and_wireless_technology|      2|none  |     0|acc     |↑  |0.5875|±  |0.0246|
| - kmmlu_humss                                      |      2|none  |      |acc     |↑  |0.4806|±  |0.0094|
|  - kmmlu_accounting                                |      2|none  |     0|acc     |↑  |0.4900|±  |0.0502|
|  - kmmlu_criminal_law                              |      2|none  |     0|acc     |↑  |0.3900|±  |0.0346|
|  - kmmlu_economics                                 |      2|none  |     0|acc     |↑  |0.5615|±  |0.0437|
|  - kmmlu_education                                 |      2|none  |     0|acc     |↑  |0.6500|±  |0.0479|
|  - kmmlu_korean_history                            |      2|none  |     0|acc     |↑  |0.2400|±  |0.0429|
|  - kmmlu_law                                       |      2|none  |     0|acc     |↑  |0.3875|±  |0.0244|
|  - kmmlu_management                                |      2|none  |     0|acc     |↑  |0.5300|±  |0.0250|
|  - kmmlu_political_science_and_sociology           |      2|none  |     0|acc     |↑  |0.5467|±  |0.0288|
|  - kmmlu_psychology                                |      2|none  |     0|acc     |↑  |0.4275|±  |0.0248|
|  - kmmlu_social_welfare                            |      2|none  |     0|acc     |↑  |0.5850|±  |0.0247|
|  - kmmlu_taxation                                  |      2|none  |     0|acc     |↑  |0.4350|±  |0.0351|
| - kmmlu_other                                      |      2|none  |      |acc     |↑  |0.4772|±  |0.0081|
|  - kmmlu_agricultural_sciences                     |      2|none  |     0|acc     |↑  |0.3625|±  |0.0241|
|  - kmmlu_construction                              |      2|none  |     0|acc     |↑  |0.3925|±  |0.0244|
|  - kmmlu_fashion                                   |      2|none  |     0|acc     |↑  |0.4575|±  |0.0249|
|  - kmmlu_food_processing                           |      2|none  |     0|acc     |↑  |0.3900|±  |0.0244|
|  - kmmlu_health                                    |      2|none  |     0|acc     |↑  |0.6300|±  |0.0485|
|  - kmmlu_interior_architecture_and_design          |      2|none  |     0|acc     |↑  |0.6025|±  |0.0245|
|  - kmmlu_marketing                                 |      2|none  |     0|acc     |↑  |0.7600|±  |0.0214|
|  - kmmlu_patent                                    |      2|none  |     0|acc     |↑  |0.4600|±  |0.0501|
|  - kmmlu_public_safety                             |      2|none  |     0|acc     |↑  |0.4025|±  |0.0246|
|  - kmmlu_real_estate                               |      2|none  |     0|acc     |↑  |0.4850|±  |0.0354|
|  - kmmlu_refrigerating_machinery                   |      2|none  |     0|acc     |↑  |0.4125|±  |0.0246|
| - kmmlu_stem                                       |      2|none  |      |acc     |↑  |0.4898|±  |0.0073|
|  - kmmlu_biology                                   |      2|none  |     0|acc     |↑  |0.3225|±  |0.0234|
|  - kmmlu_chemical_engineering                      |      2|none  |     0|acc     |↑  |0.4875|±  |0.0250|
|  - kmmlu_chemistry                                 |      2|none  |     0|acc     |↑  |0.5175|±  |0.0250|
|  - kmmlu_civil_engineering                         |      2|none  |     0|acc     |↑  |0.3825|±  |0.0243|
|  - kmmlu_computer_science                          |      2|none  |     0|acc     |↑  |0.7500|±  |0.0217|
|  - kmmlu_ecology                                   |      2|none  |     0|acc     |↑  |0.5425|±  |0.0249|
|  - kmmlu_electrical_engineering                    |      2|none  |     0|acc     |↑  |0.3550|±  |0.0240|
|  - kmmlu_information_technology                    |      2|none  |     0|acc     |↑  |0.7500|±  |0.0217|
|  - kmmlu_materials_engineering                     |      2|none  |     0|acc     |↑  |0.4950|±  |0.0250|
|  - kmmlu_math                                      |      2|none  |     0|acc     |↑  |0.3333|±  |0.0273|
|  - kmmlu_mechanical_engineering                    |      2|none  |     0|acc     |↑  |0.4125|±  |0.0246|
|kobest_boolq                                        |      1|none  |     0|acc     |↑  |0.6675|±  |0.0236|
|                                                    |       |none  |     0|f1      |↑  |0.6248|±  |   N/A|
|kobest_copa                                         |      1|none  |     0|acc     |↑  |0.6475|±  |0.0239|
|                                                    |       |none  |     0|f1      |↑  |0.6474|±  |   N/A|
|kobest_hellaswag                                    |      1|none  |     0|acc     |↑  |0.4400|±  |0.0249|
|                                                    |       |none  |     0|acc_norm|↑  |0.5825|±  |0.0247|
|                                                    |       |none  |     0|f1      |↑  |0.4329|±  |   N/A|
|mmlu                                                |      2|none  |      |acc     |↑  |0.7404|±  |0.0039|
| - humanities                                       |      2|none  |      |acc     |↑  |0.6931|±  |0.0078|
|  - formal_logic                                    |      1|none  |     0|acc     |↑  |0.5794|±  |0.0442|
|  - high_school_european_history                    |      1|none  |     0|acc     |↑  |0.7818|±  |0.0323|
|  - high_school_us_history                          |      1|none  |     0|acc     |↑  |0.8284|±  |0.0265|
|  - high_school_world_history                       |      1|none  |     0|acc     |↑  |0.8439|±  |0.0236|
|  - international_law                               |      1|none  |     0|acc     |↑  |0.8017|±  |0.0364|
|  - jurisprudence                                   |      1|none  |     0|acc     |↑  |0.7963|±  |0.0389|
|  - logical_fallacies                               |      1|none  |     0|acc     |↑  |0.8405|±  |0.0288|
|  - moral_disputes                                  |      1|none  |     0|acc     |↑  |0.7543|±  |0.0232|
|  - moral_scenarios                                 |      1|none  |     0|acc     |↑  |0.3475|±  |0.0238|
|  - philosophy                                      |      1|none  |     0|acc     |↑  |0.7588|±  |0.0243|
|  - prehistory                                      |      1|none  |     0|acc     |↑  |0.7870|±  |0.0228|
|  - professional_law                                |      1|none  |     0|acc     |↑  |0.5300|±  |0.0250|
|  - world_religions                                 |      1|none  |     0|acc     |↑  |0.8070|±  |0.0303|
| - other                                            |      2|none  |      |acc     |↑  |0.7438|±  |0.0081|
|  - business_ethics                                 |      1|none  |     0|acc     |↑  |0.7500|±  |0.0435|
|  - clinical_knowledge                              |      1|none  |     0|acc     |↑  |0.7774|±  |0.0256|
|  - college_medicine                                |      1|none  |     0|acc     |↑  |0.7341|±  |0.0337|
|  - global_facts                                    |      1|none  |     0|acc     |↑  |0.4300|±  |0.0498|
|  - human_aging                                     |      1|none  |     0|acc     |↑  |0.7489|±  |0.0291|
|  - management                                      |      1|none  |     0|acc     |↑  |0.8932|±  |0.0306|
|  - marketing                                       |      1|none  |     0|acc     |↑  |0.9145|±  |0.0183|
|  - medical_genetics                                |      1|none  |     0|acc     |↑  |0.8000|±  |0.0402|
|  - miscellaneous                                   |      1|none  |     0|acc     |↑  |0.8200|±  |0.0192|
|  - nutrition                                       |      1|none  |     0|acc     |↑  |0.7745|±  |0.0239|
|  - professional_accounting                         |      1|none  |     0|acc     |↑  |0.5709|±  |0.0295|
|  - professional_medicine                           |      1|none  |     0|acc     |↑  |0.7757|±  |0.0253|
|  - virology                                        |      1|none  |     0|acc     |↑  |0.5120|±  |0.0389|
| - social sciences                                  |      2|none  |      |acc     |↑  |0.8202|±  |0.0072|
|  - econometrics                                    |      1|none  |     0|acc     |↑  |0.6579|±  |0.0446|
|  - high_school_geography                           |      1|none  |     0|acc     |↑  |0.8737|±  |0.0237|
|  - high_school_government_and_politics             |      1|none  |     0|acc     |↑  |0.8756|±  |0.0238|
|  - high_school_macroeconomics                      |      1|none  |     0|acc     |↑  |0.8077|±  |0.0200|
|  - high_school_microeconomics                      |      1|none  |     0|acc     |↑  |0.8992|±  |0.0196|
|  - high_school_psychology                          |      1|none  |     0|acc     |↑  |0.9025|±  |0.0149|
|  - human_sexuality                                 |      1|none  |     0|acc     |↑  |0.7863|±  |0.0360|
|  - professional_psychology                         |      1|none  |     0|acc     |↑  |0.7475|±  |0.0217|
|  - public_relations                                |      1|none  |     0|acc     |↑  |0.6818|±  |0.0446|
|  - security_studies                                |      1|none  |     0|acc     |↑  |0.7673|±  |0.0270|
|  - sociology                                       |      1|none  |     0|acc     |↑  |0.8458|±  |0.0255|
|  - us_foreign_policy                               |      1|none  |     0|acc     |↑  |0.8900|±  |0.0314|
| - stem                                             |      2|none  |      |acc     |↑  |0.7149|±  |0.0078|
|  - abstract_algebra                                |      1|none  |     0|acc     |↑  |0.4700|±  |0.0502|
|  - anatomy                                         |      1|none  |     0|acc     |↑  |0.6889|±  |0.0400|
|  - astronomy                                       |      1|none  |     0|acc     |↑  |0.8421|±  |0.0297|
|  - college_biology                                 |      1|none  |     0|acc     |↑  |0.8403|±  |0.0306|
|  - college_chemistry                               |      1|none  |     0|acc     |↑  |0.5600|±  |0.0499|
|  - college_computer_science                        |      1|none  |     0|acc     |↑  |0.6600|±  |0.0476|
|  - college_mathematics                             |      1|none  |     0|acc     |↑  |0.5200|±  |0.0502|
|  - college_physics                                 |      1|none  |     0|acc     |↑  |0.5686|±  |0.0493|
|  - computer_security                               |      1|none  |     0|acc     |↑  |0.8300|±  |0.0378|
|  - conceptual_physics                              |      1|none  |     0|acc     |↑  |0.7957|±  |0.0264|
|  - electrical_engineering                          |      1|none  |     0|acc     |↑  |0.7517|±  |0.0360|
|  - elementary_mathematics                          |      1|none  |     0|acc     |↑  |0.7116|±  |0.0233|
|  - high_school_biology                             |      1|none  |     0|acc     |↑  |0.9161|±  |0.0158|
|  - high_school_chemistry                           |      1|none  |     0|acc     |↑  |0.7192|±  |0.0316|
|  - high_school_computer_science                    |      1|none  |     0|acc     |↑  |0.8700|±  |0.0338|
|  - high_school_mathematics                         |      1|none  |     0|acc     |↑  |0.5222|±  |0.0305|
|  - high_school_physics                             |      1|none  |     0|acc     |↑  |0.6755|±  |0.0382|
|  - high_school_statistics                          |      1|none  |     0|acc     |↑  |0.7222|±  |0.0305|
|  - machine_learning                                |      1|none  |     0|acc     |↑  |0.6161|±  |0.0462|
|winogrande                                          |      1|none  |     0|acc     |↑  |0.7375|±  |0.0220|

|         Groups         |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|------------------------|------:|------|------|------|---|-----:|---|-----:|
|kmmlu                   |      2|none  |      |acc   |↑  |0.4756|±  |0.0039|
| - kmmlu_applied_science|      2|none  |      |acc   |↑  |0.4587|±  |0.0071|
| - kmmlu_humss          |      2|none  |      |acc   |↑  |0.4806|±  |0.0094|
| - kmmlu_other          |      2|none  |      |acc   |↑  |0.4772|±  |0.0081|
| - kmmlu_stem           |      2|none  |      |acc   |↑  |0.4898|±  |0.0073|
|mmlu                    |      2|none  |      |acc   |↑  |0.7404|±  |0.0039|
| - humanities           |      2|none  |      |acc   |↑  |0.6931|±  |0.0078|
| - other                |      2|none  |      |acc   |↑  |0.7438|±  |0.0081|
| - social sciences      |      2|none  |      |acc   |↑  |0.8202|±  |0.0072|
| - stem                 |      2|none  |      |acc   |↑  |0.7149|±  |0.0078|