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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
2026-04-12:02:48:13 WARNING [config.evaluate_config:281] --limit SHOULD ONLY BE USED FOR TESTING. REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT.
2026-04-12:02:48:16 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': '/home/unsloth/scp_stage1_cpt/artifacts/cpt_full_96gb_qwen3_4b/checkpoints'}), 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 |↑ |0.4825|± |0.0250|
| | |none | 0|acc_norm|↑ |0.5325|± |0.0250|
|arc_easy | 1|none | 0|acc |↑ |0.7800|± |0.0207|
| | |none | 0|acc_norm|↑ |0.7950|± |0.0202|
|hellaswag | 1|none | 0|acc |↑ |0.4975|± |0.0250|
| | |none | 0|acc_norm|↑ |0.6300|± |0.0242|
|kmmlu | 2|none | |acc |↑ |0.4693|± |0.0039|
| - kmmlu_applied_science | 2|none | |acc |↑ |0.4537|± |0.0071|
| - kmmlu_aviation_engineering_and_maintenance | 2|none | 0|acc |↑ |0.4600|± |0.0250|
| - kmmlu_electronics_engineering | 2|none | 0|acc |↑ |0.6275|± |0.0242|
| - kmmlu_energy_management | 2|none | 0|acc |↑ |0.3950|± |0.0245|
| - kmmlu_environmental_science | 2|none | 0|acc |↑ |0.3700|± |0.0242|
| - kmmlu_gas_technology_and_engineering | 2|none | 0|acc |↑ |0.4050|± |0.0246|
| - kmmlu_geomatics | 2|none | 0|acc |↑ |0.4250|± |0.0247|
| - kmmlu_industrial_engineer | 2|none | 0|acc |↑ |0.4275|± |0.0248|
| - kmmlu_machine_design_and_manufacturing | 2|none | 0|acc |↑ |0.4975|± |0.0250|
| - kmmlu_maritime_engineering | 2|none | 0|acc |↑ |0.4075|± |0.0246|
| - kmmlu_nondestructive_testing | 2|none | 0|acc |↑ |0.4750|± |0.0250|
| - kmmlu_railway_and_automotive_engineering | 2|none | 0|acc |↑ |0.3825|± |0.0243|
| - kmmlu_telecommunications_and_wireless_technology| 2|none | 0|acc |↑ |0.5725|± |0.0248|
| - kmmlu_humss | 2|none | |acc |↑ |0.4777|± |0.0094|
| - kmmlu_accounting | 2|none | 0|acc |↑ |0.5000|± |0.0503|
| - kmmlu_criminal_law | 2|none | 0|acc |↑ |0.3900|± |0.0346|
| - kmmlu_economics | 2|none | 0|acc |↑ |0.5462|± |0.0438|
| - kmmlu_education | 2|none | 0|acc |↑ |0.6400|± |0.0482|
| - kmmlu_korean_history | 2|none | 0|acc |↑ |0.3000|± |0.0461|
| - kmmlu_law | 2|none | 0|acc |↑ |0.3750|± |0.0242|
| - kmmlu_management | 2|none | 0|acc |↑ |0.5225|± |0.0250|
| - kmmlu_political_science_and_sociology | 2|none | 0|acc |↑ |0.5500|± |0.0288|
| - kmmlu_psychology | 2|none | 0|acc |↑ |0.4500|± |0.0249|
| - kmmlu_social_welfare | 2|none | 0|acc |↑ |0.5700|± |0.0248|
| - kmmlu_taxation | 2|none | 0|acc |↑ |0.3950|± |0.0347|
| - kmmlu_other | 2|none | |acc |↑ |0.4697|± |0.0080|
| - kmmlu_agricultural_sciences | 2|none | 0|acc |↑ |0.3625|± |0.0241|
| - kmmlu_construction | 2|none | 0|acc |↑ |0.4000|± |0.0245|
| - kmmlu_fashion | 2|none | 0|acc |↑ |0.4500|± |0.0249|
| - kmmlu_food_processing | 2|none | 0|acc |↑ |0.3675|± |0.0241|
| - kmmlu_health | 2|none | 0|acc |↑ |0.5800|± |0.0496|
| - kmmlu_interior_architecture_and_design | 2|none | 0|acc |↑ |0.6175|± |0.0243|
| - kmmlu_marketing | 2|none | 0|acc |↑ |0.7650|± |0.0212|
| - kmmlu_patent | 2|none | 0|acc |↑ |0.4200|± |0.0496|
| - kmmlu_public_safety | 2|none | 0|acc |↑ |0.3800|± |0.0243|
| - kmmlu_real_estate | 2|none | 0|acc |↑ |0.4500|± |0.0353|
| - kmmlu_refrigerating_machinery | 2|none | 0|acc |↑ |0.4100|± |0.0246|
| - kmmlu_stem | 2|none | |acc |↑ |0.4809|± |0.0073|
| - kmmlu_biology | 2|none | 0|acc |↑ |0.3125|± |0.0232|
| - 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 |↑ |0.3925|± |0.0244|
| - kmmlu_computer_science | 2|none | 0|acc |↑ |0.7400|± |0.0220|
| - kmmlu_ecology | 2|none | 0|acc |↑ |0.5050|± |0.0250|
| - kmmlu_electrical_engineering | 2|none | 0|acc |↑ |0.3425|± |0.0238|
| - kmmlu_information_technology | 2|none | 0|acc |↑ |0.7525|± |0.0216|
| - kmmlu_materials_engineering | 2|none | 0|acc |↑ |0.4750|± |0.0250|
| - kmmlu_math | 2|none | 0|acc |↑ |0.3333|± |0.0273|
| - kmmlu_mechanical_engineering | 2|none | 0|acc |↑ |0.3950|± |0.0245|
|kobest_boolq | 1|none | 0|acc |↑ |0.7550|± |0.0215|
| | |none | 0|f1 |↑ |0.7380|± | N/A|
|kobest_copa | 1|none | 0|acc |↑ |0.6525|± |0.0238|
| | |none | 0|f1 |↑ |0.6524|± | N/A|
|kobest_hellaswag | 1|none | 0|acc |↑ |0.4325|± |0.0248|
| | |none | 0|acc_norm|↑ |0.5650|± |0.0248|
| | |none | 0|f1 |↑ |0.4265|± | N/A|
|mmlu | 2|none | |acc |↑ |0.7353|± |0.0039|
| - humanities | 2|none | |acc |↑ |0.6863|± |0.0078|
| - formal_logic | 1|none | 0|acc |↑ |0.5873|± |0.0440|
| - high_school_european_history | 1|none | 0|acc |↑ |0.7818|± |0.0323|
| - high_school_us_history | 1|none | 0|acc |↑ |0.8186|± |0.0270|
| - high_school_world_history | 1|none | 0|acc |↑ |0.8481|± |0.0234|
| - international_law | 1|none | 0|acc |↑ |0.8264|± |0.0346|
| - jurisprudence | 1|none | 0|acc |↑ |0.8148|± |0.0376|
| - logical_fallacies | 1|none | 0|acc |↑ |0.8466|± |0.0283|
| - moral_disputes | 1|none | 0|acc |↑ |0.7543|± |0.0232|
| - moral_scenarios | 1|none | 0|acc |↑ |0.3225|± |0.0234|
| - philosophy | 1|none | 0|acc |↑ |0.7331|± |0.0251|
| - prehistory | 1|none | 0|acc |↑ |0.7870|± |0.0228|
| - professional_law | 1|none | 0|acc |↑ |0.5075|± |0.0250|
| - world_religions | 1|none | 0|acc |↑ |0.8070|± |0.0303|
| - other | 2|none | |acc |↑ |0.7416|± |0.0081|
| - business_ethics | 1|none | 0|acc |↑ |0.7600|± |0.0429|
| - clinical_knowledge | 1|none | 0|acc |↑ |0.7698|± |0.0259|
| - college_medicine | 1|none | 0|acc |↑ |0.7457|± |0.0332|
| - global_facts | 1|none | 0|acc |↑ |0.4400|± |0.0499|
| - human_aging | 1|none | 0|acc |↑ |0.7399|± |0.0294|
| - management | 1|none | 0|acc |↑ |0.8641|± |0.0339|
| - marketing | 1|none | 0|acc |↑ |0.8932|± |0.0202|
| - medical_genetics | 1|none | 0|acc |↑ |0.8000|± |0.0402|
| - miscellaneous | 1|none | 0|acc |↑ |0.8225|± |0.0191|
| - nutrition | 1|none | 0|acc |↑ |0.7778|± |0.0238|
| - professional_accounting | 1|none | 0|acc |↑ |0.5745|± |0.0295|
| - professional_medicine | 1|none | 0|acc |↑ |0.7757|± |0.0253|
| - virology | 1|none | 0|acc |↑ |0.5060|± |0.0389|
| - social sciences | 2|none | |acc |↑ |0.8158|± |0.0073|
| - econometrics | 1|none | 0|acc |↑ |0.6579|± |0.0446|
| - high_school_geography | 1|none | 0|acc |↑ |0.8586|± |0.0248|
| - high_school_government_and_politics | 1|none | 0|acc |↑ |0.8705|± |0.0242|
| - 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 |↑ |0.9050|± |0.0147|
| - human_sexuality | 1|none | 0|acc |↑ |0.7786|± |0.0364|
| - professional_psychology | 1|none | 0|acc |↑ |0.7400|± |0.0220|
| - public_relations | 1|none | 0|acc |↑ |0.6727|± |0.0449|
| - security_studies | 1|none | 0|acc |↑ |0.7429|± |0.0280|
| - sociology | 1|none | 0|acc |↑ |0.8557|± |0.0248|
| - us_foreign_policy | 1|none | 0|acc |↑ |0.8900|± |0.0314|
| - stem | 2|none | |acc |↑ |0.7082|± |0.0078|
| - abstract_algebra | 1|none | 0|acc |↑ |0.4600|± |0.0501|
| - anatomy | 1|none | 0|acc |↑ |0.7111|± |0.0392|
| - astronomy | 1|none | 0|acc |↑ |0.8487|± |0.0292|
| - college_biology | 1|none | 0|acc |↑ |0.8264|± |0.0317|
| - college_chemistry | 1|none | 0|acc |↑ |0.5200|± |0.0502|
| - college_computer_science | 1|none | 0|acc |↑ |0.6800|± |0.0469|
| - college_mathematics | 1|none | 0|acc |↑ |0.5300|± |0.0502|
| - college_physics | 1|none | 0|acc |↑ |0.5784|± |0.0491|
| - computer_security | 1|none | 0|acc |↑ |0.8300|± |0.0378|
| - conceptual_physics | 1|none | 0|acc |↑ |0.8000|± |0.0261|
| - electrical_engineering | 1|none | 0|acc |↑ |0.7586|± |0.0357|
| - elementary_mathematics | 1|none | 0|acc |↑ |0.6746|± |0.0241|
| - high_school_biology | 1|none | 0|acc |↑ |0.9000|± |0.0171|
| - high_school_chemistry | 1|none | 0|acc |↑ |0.7291|± |0.0313|
| - high_school_computer_science | 1|none | 0|acc |↑ |0.8500|± |0.0359|
| - high_school_mathematics | 1|none | 0|acc |↑ |0.5296|± |0.0304|
| - high_school_physics | 1|none | 0|acc |↑ |0.6755|± |0.0382|
| - high_school_statistics | 1|none | 0|acc |↑ |0.7037|± |0.0311|
| - machine_learning | 1|none | 0|acc |↑ |0.5893|± |0.0467|
|winogrande | 1|none | 0|acc |↑ |0.7225|± |0.0224|
| Groups |Version|Filter|n-shot|Metric| |Value | |Stderr|
|------------------------|------:|------|------|------|---|-----:|---|-----:|
|kmmlu | 2|none | |acc |↑ |0.4693|± |0.0039|
| - kmmlu_applied_science| 2|none | |acc |↑ |0.4537|± |0.0071|
| - kmmlu_humss | 2|none | |acc |↑ |0.4777|± |0.0094|
| - kmmlu_other | 2|none | |acc |↑ |0.4697|± |0.0080|
| - kmmlu_stem | 2|none | |acc |↑ |0.4809|± |0.0073|
|mmlu | 2|none | |acc |↑ |0.7353|± |0.0039|
| - humanities | 2|none | |acc |↑ |0.6863|± |0.0078|
| - other | 2|none | |acc |↑ |0.7416|± |0.0081|
| - social sciences | 2|none | |acc |↑ |0.8158|± |0.0073|
| - stem | 2|none | |acc |↑ |0.7082|± |0.0078|
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