Linguistic Minimal Pair Evaluation on BLiMP (test)
100NPI lic. (2)Sonnet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Sonnetstrategy=GPb+CT, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 100 | 96 | 98 | 98.4 | 62 | 85.6 | 81.3 | 100 | 90.2 | |
| Sonnetstrategy=GPb, grammar_prompt_source=GPT-o12025.06 | 99.3 | 88.7 | 91 | 93.8 | 98 | 97.6 | 71.6 | 98 | 92.2 | |
| Sonnetstrategy=GPb+CT, grammar_prompt_source=GPT-o12025.06 | 99.3 | 96.7 | 99 | 95.8 | 98 | 97.8 | 74.9 | 100 | 95.2 | |
| gpt-4ostrategy=GPb+CT, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 98.7 | 84.7 | 97.7 | 97.3 | 59.3 | 84.7 | 80.5 | 100 | 87.9 | |
| Llama (GPb+CT)Prompting Strategy=Grammar Prompting + Chain-of-Thought, Backbone=o12025.06 | 98.3 | 76.4 | 90.3 | 91.3 | 87.5 | 97.6 | 76.5 | 91.3 | 88.7 | |
| gpt-4ostrategy=GPb+CT, grammar_prompt_source=GPT-o12025.06 | 97 | 88.7 | 92.3 | 94.7 | 92 | 95.6 | 81.6 | 100 | 92.7 | |
| Haikustrategy=GPb+CT, grammar_prompt_source=GPT-o12025.06 | 96.7 | 86 | 70.7 | 90.4 | 87.3 | 94.7 | 74.3 | 91.7 | 86.5 | |
| Sonnetstrategy=GPb, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 96.7 | 96 | 98 | 93.8 | 77 | 90.4 | 72.8 | 97.7 | 90.3 | |
| Haikustrategy=GPb+CT, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 96 | 82.7 | 74.3 | 94.2 | 73.7 | 73.1 | 73.3 | 91.3 | 82.3 | |
| gpt-4ostrategy=GPb, grammar_prompt_source=GPT-o12025.06 | 93.7 | 86.7 | 77.7 | 94.9 | 88.7 | 94.4 | 82.1 | 99.3 | 89.7 | |
| gpt-3.5strategy=GPb+CT, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 88.7 | 74.7 | 68.7 | 94.4 | 72 | 59.6 | 74.4 | 91 | 77.9 | |
| Llama (GPb)Prompting Strategy=Grammar Prompting (GPb), Backbone=o12025.06 | 87.7 | 70.7 | 85.3 | 87.6 | 69.3 | 94.4 | 71.9 | 81 | 81 | |
| gpt-4ostrategy=GPb, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 87.7 | 90.7 | 80.3 | 92.4 | 69.7 | 81.3 | 79.1 | 100 | 85.1 | |
| gpt-3.5strategy=GPb+CT, grammar_prompt_source=GPT-o12025.06 | 87 | 66 | 62 | 82.9 | 79.7 | 86 | 70.9 | 92.7 | 78.4 | |
| gpt-4ostrategy=CT2025.06 | 81.7 | 88 | 90 | 89.8 | 85.7 | 80.7 | 77.1 | 86.3 | 84.9 | |
| Sonnetstrategy=CT2025.06 | 79 | 95.3 | 91 | 88.2 | 88 | 71.3 | 65.9 | 63.7 | 80.3 | |
| Haikustrategy=GPb, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 77 | 86.7 | 64.7 | 75.1 | 59.3 | 62.4 | 60.5 | 79 | 70.6 | |
| Sonnetstrategy=base2025.06 | 75.7 | 95.3 | 90.7 | 84.7 | 81 | 80.2 | 68.8 | 62.3 | 79.8 | |
| Haikustrategy=CT2025.06 | 73.3 | 85.3 | 63.7 | 83.1 | 75 | 62.9 | 64.7 | 68.3 | 72 | |
| gpt-4ostrategy=base2025.06 | 73.3 | 88 | 72.7 | 86 | 70.3 | 75.3 | 77.2 | 81 | 78 | |
| gpt-3.5strategy=GPb, grammar_prompt_source=Claude 3.5 Sonnet2025.06 | 69.7 | 79.3 | 67.7 | 92.9 | 72.7 | 58.9 | 65.1 | 83 | 73.6 | |
| gpt-3.5strategy=CT2025.06 | 67.3 | 66 | 57.3 | 79.1 | 69.7 | 48.4 | 61.6 | 52 | 62.7 | |
| gpt-3.5strategy=GPb, grammar_prompt_source=GPT-o12025.06 | 67.3 | 46.7 | 57.3 | 87.8 | 74 | 88.9 | 63.1 | 95 | 72.5 | |
| Llama (CT)Prompting Strategy=Chain-of-Thought (CT)2025.06 | 66.7 | 82.6 | 81 | 88 | 70.3 | 61.3 | 70.8 | 57.1 | 72.2 | |
| Haikustrategy=GPb, grammar_prompt_source=GPT-o12025.06 | 65.3 | 74 | 50.7 | 70.7 | 50 | 87.6 | 59.1 | 81.3 | 67.3 | |
| Llama (Base)Prompting Strategy=Basic2025.06 | 62.3 | 80.7 | 87.7 | 85.3 | 54 | 55.7 | 65.1 | 60.3 | 68.9 | |
| gpt-3.5strategy=base2025.06 | 60 | 77.3 | 65.3 | 83.1 | 76 | 52.7 | 68.9 | 59.7 | 67.9 | |
| Haikustrategy=base2025.06 | 57.3 | 74.7 | 56.7 | 69.3 | 60.3 | 55.6 | 60.9 | 54.7 | 61.2 |