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Cross-lingual Retrieval-Augmented Generation on Hotpot-ENKB5 (all)

86.54Language Consistency (ALL-AVG)Llama-3.2-3B-Instruct
83.399284.214685.0385.8454Jul 3, 2026

Evaluation results

MethodLinks
Llama-3.2-3B-InstructBackbone=Llama-3.2-3B-Instruct2026.0786.5435.6253.7558.7
Knowledge distillationBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.5149.3468.9268.25
Prompt-ControlBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.4239.2953.959.87
DITBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.3937.0648.857.42
TR-RAGBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.3757.877.573.88
SDFTBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.3652.7473.4770.86
On-Policy DistillationBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.3553.6973.4271.15
Naive-RLBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0786.3455.0376.6172.66
Llama-3.3-70B-InstructBackbone=Llama-3.3-70B-Instruct2026.0785.9963.2283.877.67
TranslateBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0785.8829.8636.1250.62
SFTBackbone=Llama-3.2-3B-Instruct, Teacher=Llama-3.3-70B-Instruct2026.0783.5250.6664.8466.34