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Multilingual Understanding on XQuAD (test)

49.47AccuracyAlpaca-GPT4 + NAIT (MMLU)
42.730844.480446.2347.9796Mar 13, 2026

Evaluation results

MethodLinks
Alpaca-GPT4 + NAIT (MMLU)System ID=07, Capability Features=Individual, Data sampling ratio=10%2026.0349.4737.183.2
Alpaca-GPT4 + NAIT (TydiQA)System ID=10, Capability Features=Individual, Data sampling ratio=10%2026.0349.2336.711.89
Alpaca-GPT4 + NAIT (BBH)System ID=11, Capability Features=Individual, Data sampling ratio=10%2026.0348.4636.471.23
Alpaca-GPT4 + Q2QSystem ID=04, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0348.4435.68-0.98
Alpaca-GPT4 + NAIT (7-11)System ID=12, Capability Features=All, Data sampling ratio=10%2026.0348.2737.23.24
Alpaca-GPT4 + NAIT (GSM)System ID=08, Capability Features=Individual, Data sampling ratio=10%2026.0347.9737.74.65
Alpaca-GPT4 + AlpaGasusSystem ID=03, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0346.8435.18-2.34
Alpaca-GPT4 + Random BaselineSystem ID=06, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0346.5635.69-0.94
Alpaca-GPT4 + NAIT (CodeX)System ID=09, Capability Features=Individual, Data sampling ratio=10%2026.0346.2737.062.88
Alpaca-GPT4 + SelectITSystem ID=05, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0345.5637.163.15
LIMASystem ID=02, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0344.7236.170.39
Alpaca-GPT4System ID=01, Fine-tuning protocol=Full Fine-tuning, Data sampling ratio=10%2026.0342.9936.03—