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ResearchFormerly WizWand

General Capability on BBH, GSM8K, MMLU, TruthfulQA, HumanEval, MBPP

26.77Average ScoreADG
22.97423.959524.94525.9305Apr 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ADGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0426.77
ADGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0426.23
ADGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0426.13
SuperFilteringBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0426.03
ZIPBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0425.95
SelectITBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0425.85
ZIPBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0425.61
RethinkingBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0425.57
RethinkingBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0425.45
IFDBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0425.33
SelectITBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0425.32
SCARBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0425.14
MIGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0425.06
RandomBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0425.01
SCARBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0424.99
SuperFilteringBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.99
RandomBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.95
RethinkingBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0424.8
ZIPBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0424.79
IFDBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.74
SCARBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.74
All DataBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0424.73
SuperFilteringBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0424.73
SelectITBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.68
MIGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0424.67
RandomBackbone=LLaMA3.2-1B-Instruct, Selection Pool=Alpaca-GPT4(52K), Selection Budget=10K2026.0424.55
IFDBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0424.52
All DataBackbone=LLaMA3.2-1B-Instruct, Selection Pool=WizardLM(70K), Selection Budget=10K2026.0424.21
MIGBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0424.2
All DataBackbone=LLaMA3.2-1B-Instruct, Selection Pool=CoT(100K), Selection Budget=10K2026.0423.12