Testing, measuring and developing Welsh AI

Llandudno-4B open weights

Independent evaluation of Jonathan Poole’s Welsh model, fine-tuned from Qwen3.5-4B.

Our CymraegBench result

OverallWelsh reasoningPractical WelshBLEU
55.6454.3956.8947.70

2,053 cases scored. Invalid outputs: 1 (0.05%). 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 explanation24.45
Idioms68.75
Terminology71.88
Summarisation and quotation93.81
References55.94
Welsh instructions76.67
English instructions80.00

Mean of the seven subsets: 67.36. Compare all CCC results

Comparison with the developer

The developer reports an overall score of 55.36. Our independent result is close, but runtime settings differ; this is not an identical replication.

Data and sources

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