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Knowledge-Based QA on Global-MMLU-Lite (8 Seen Languages)

65.2MMLU ScoreCAGrad
36.0843.6451.258.76Jun 4, 2026

Evaluation results

MethodLinks
CAGradBackbone=Qwen3-8B-Base2026.0665.2
MGDABackbone=Qwen3-8B-Base2026.0664.8
PCGradBackbone=Qwen3-8B-Base2026.0664.6
V. SFTBackbone=Qwen3-8B-Base2026.0663.4
BaseBackbone=Qwen3-8B-Base2026.0661.7
PCGradBackbone=Qwen3-4B-Base2026.0658.4
MGDABackbone=Qwen3-4B-Base2026.0658.1
CAGradBackbone=Qwen3-4B-Base2026.0658
BaseBackbone=Qwen3-4B-Base2026.0656.9
V. SFTBackbone=Qwen3-4B-Base2026.0655.9
CAGradBackbone=Llama-3.1-8B2026.0645.6
MGDABackbone=Meta-Llama-3-8B2026.0645.5
PCGradBackbone=Meta-Llama-3-8B2026.0645.2
MGDABackbone=Llama-3.1-8B2026.0645.2
PCGradBackbone=Llama-3.1-8B2026.0644.8
V. SFTBackbone=Llama-3.1-8B2026.0644.2
CAGradBackbone=Meta-Llama-3-8B2026.0643.9
V. SFTBackbone=Meta-Llama-3-8B2026.0642.5
BaseBackbone=Llama-3.1-8B2026.0641.8
BaseBackbone=Meta-Llama-3-8B2026.0637.2