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Natural Language Understanding on italic cot custom

86.8Flexible ExtractGPT-5 nano
30.74445.29759.8574.403May 8, 2026

Evaluation results

MethodLinks
GPT-5 nanostrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0586.8
Ministral-3-8B-Instruct-2512-BF16strategy=Chain-of-Thought, configuration=custom/structural improvements2026.0581.3
gemma-3-12b-itstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0579
Qwen3-8Bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0577.4
gpt-oss-20bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0576.9
Qwen3-4Bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0571.4
EngGPT2-16B-A3Bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0568.3
LLaMAntino-3-ANITA-8B-Inst-DPO-ITAstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0567.3
Velvet-14Bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0566.6
gemma-3-4b-itstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0565.6
Llama-3.1-8B-Instructstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0565.3
FastwebMIIA-7Bstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0553.7
Moonlight-16B-A3B-Instructstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0553
Llama-3.2-3B-Instructstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0549.6
deepseek-moe-16b-chatstrategy=Chain-of-Thought, configuration=custom/structural improvements2026.0536.8
Minerva-7B-instruct-v1.0strategy=Chain-of-Thought, configuration=custom/structural improvements2026.0532.9