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初始化项目，由ModelHub XC社区提供模型 Model: alwaysgood/QWEN3-4B-CPT Source: Original Platform
2026-05-01 18:43:25 +08:00
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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Running loglikelihood requests: 100%|█████████▉| 116976/117208 [05:09<00:00, 247.81it/s]
Running loglikelihood requests: 100%|█████████▉| 117002/117208 [05:09<00:00, 250.40it/s]
Running loglikelihood requests: 100%|█████████▉| 117028/117208 [05:09<00:00, 251.96it/s]
Running loglikelihood requests: 100%|█████████▉| 117061/117208 [05:09<00:00, 272.27it/s]
Running loglikelihood requests: 100%|█████████▉| 117096/117208 [05:09<00:00, 292.55it/s]
Running loglikelihood requests: 100%|█████████▉| 117126/117208 [05:09<00:00, 291.44it/s]
Running loglikelihood requests: 100%|█████████▉| 117164/117208 [05:09<00:00, 314.21it/s]
Running loglikelihood requests: 100%|█████████▉| 117203/117208 [05:10<00:00, 279.20it/s]
Running loglikelihood requests: 100%|██████████| 117208/117208 [05:10<00:00, 377.96it/s]
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|
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