Testing, measuring and developing Welsh AI

Llandudno-9B open weights

Independent evaluation of Jonathan Poole’s Welsh model, fine-tuned from Qwen3.5-9B.

Our CymraegBench result

OverallWelsh reasoningPractical WelshBLEU
58.3163.5153.1149.67

2,053 cases scored. Invalid outputs: 0 (0.00%). No unresolved infrastructure errors.

Protocol

CymraegBench v0.1, BF16 weights without low-bit quantisation, thinking off, temperature 0 and seed 1. One run: up to 100 cases per core suite, plus 232 CCC cases. Overall is the mean of reasoning and practical scores; BLEU and CCC are reported separately.

Initial output floor of 512 tokens; only failures were retried with a 2,048-token floor. Persistent invalid outputs score zero. The benchmark is not a native-speaker assessment or a safety evaluation.

CCC Language Audit

Correction and explanation30.78
Idioms84.38
Terminology65.62
Summarisation and quotation94.94
References70.94
Welsh instructions100.00
English instructions93.33

Mean of the seven subsets: 77.14. Compare all CCC results

Comparison with the developer

The developer reports an overall score of 58.07. Our independent result is close, but runtime settings differ; this is not an identical replication.

Data and sources

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