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Numerical comparison on Cross-notation comparison (held-out)

94.19Verbalization AccuracyGPT-4.1
48.232460.163772.09584.0263Feb 8, 2026

Evaluation results

MethodLinks
GPT-4.1prompting=one-shot2026.0294.19—
GPT-4.1-miniprompting=one-shot2026.0292.12—
Qwen3-8BParameters=8B2026.027098.88
DeepSeek-R1-Distill-Qwen-7BParameters=7B, Backbone=Qwen, Distillation=DeepSeek-R12026.0264.1997.38
DeepSeek-R1-Distill-Llama-8BParameters=8B, Backbone=Llama, Distillation=DeepSeek-R12026.0257.8195.62
Llama-3.1-8B-InstructParameters=8B, Type=Instruct2026.0255.0694.81
OLMo-2-1124-7BParameters=7B2026.0253.4493.5
Llama-2-7bParameters=7B2026.0250.8198.44
Mistral-7B-v0.1Parameters=7B, Version=v0.12026.025096.44