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ASR Error Correction on Common Voice Frisian (test)

8.9WERGPT-5.1
8.66810.23411.813.366May 19, 2026

Evaluation results

MethodLinks
GPT-5.1Approach=Generative (GER), Prompting=3-shot2026.058.9
GPT-5.1Approach=Generative (GER), Prompting=5-shot2026.058.9
GPT-5.1Approach=Generative (GER), Prompting=10-shot2026.059
GPT-5.1Approach=Generative (GER), Prompting=1-shot2026.059.5
XLS-R - oracleApproach=Baseline (Five-best list minimum)2026.059.6
GPT-5.1Approach=Generative (GER), Prompting=0-shot2026.0510.1
XLS-R - trigramApproach=Baseline (Conventional LM)2026.0512.1
GPT-5.1Approach=Selection-based2026.0512.1
GPT-4o-miniApproach=Generative (GER), Prompting=3-shot2026.0512.2
GPT-4o-miniApproach=Generative (GER), Prompting=1-shot2026.0512.4
GPT-4o-miniApproach=Generative (GER), Prompting=10-shot2026.0512.4
GPT-4o-miniApproach=Generative (GER), Prompting=0-shot2026.0512.5
GPT-4o-miniApproach=Generative (GER), Prompting=5-shot2026.0512.5
GPT-4o-miniApproach=Selection-based2026.0512.8
Qwen3-FTApproach=Generative (GER), Prompting=3-shot2026.0513.4
Qwen3-FTApproach=Generative (GER), Prompting=10-shot2026.0513.4
XLS-RApproach=ASR Baseline2026.0513.5
Qwen3-FTApproach=Selection-based2026.0513.5
Qwen3-FTApproach=Generative (GER), Prompting=0-shot2026.0513.5
Qwen3-FTApproach=Generative (GER), Prompting=1-shot2026.0513.5
Qwen3-FTApproach=Generative (GER), Prompting=5-shot2026.0513.5
Qwen3Approach=Generative (GER), Prompting=3-shot2026.0513.8
Qwen3Approach=Generative (GER), Prompting=5-shot2026.0513.9
Qwen3Approach=Generative (GER), Prompting=10-shot2026.0513.9
Qwen3Approach=Generative (GER), Prompting=1-shot2026.0514.1
Qwen3Approach=Generative (GER), Prompting=0-shot2026.0514.4
Qwen3Approach=Selection-based2026.0514.7