Syntactic Evaluation on SLING Chinese-language
100Alt. Quest.gpt-3.5
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| gpt-3.5strategy=GPb, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 83.1 | 75.1 | 98.7 | 96.7 | 83 | 89.4 | |
| gpt-3.5strategy=GPb+CT, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 94.1 | 81 | 98.7 | 99.1 | 91.7 | 94.1 | |
| Haikustrategy=GPb, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 95.5 | 68.6 | 96 | 100 | 100 | 93.3 | |
| Haikustrategy=GPb, prompt_generator=GPT-o12025.06 | 100 | 96.1 | 63.7 | 97.1 | 99.6 | 99.7 | 92.7 | |
| Haikustrategy=GPb+CT, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 98.9 | 81.1 | 98 | 100 | 100 | 96.3 | |
| Haikustrategy=GPb+CT, prompt_generator=GPT-o12025.06 | 100 | 98.9 | 85.4 | 99.1 | 100 | 100 | 97.2 | |
| gpt-4ostrategy=GPb, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 99.2 | 89.7 | 99.8 | 100 | 100 | 98.1 | |
| gpt-4ostrategy=GPb, prompt_generator=GPT-o12025.06 | 100 | 99.7 | 88.4 | 100 | 99.6 | 100 | 98 | |
| gpt-4ostrategy=GPb+CT, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 99.7 | 89.4 | 99.6 | 100 | 100 | 98.1 | |
| gpt-4ostrategy=GPb+CT, prompt_generator=GPT-o12025.06 | 100 | 99.7 | 89.6 | 100 | 100 | 100 | 98.2 | |
| Sonnetstrategy=CT2025.06 | 100 | 98.8 | 90 | 96.9 | 95.3 | 100 | 96.8 | |
| Sonnetstrategy=GPb, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 99.5 | 84.7 | 100 | 100 | 100 | 97.4 | |
| Sonnetstrategy=GPb, prompt_generator=GPT-o12025.06 | 100 | 99.3 | 86.1 | 100 | 100 | 100 | 97.6 | |
| Sonnetstrategy=GPb+CT, prompt_generator=Claude 3.5 Sonnet2025.06 | 100 | 99.6 | 89.4 | 99.3 | 100 | 100 | 98.1 | |
| Sonnetstrategy=GPb+CT, prompt_generator=GPT-o12025.06 | 100 | 99.9 | 90.6 | 100 | 100 | 100 | 98.4 | |
| Llama (GPb)Prompting Strategy=Grammar Prompting (GPb), Backbone=o12025.06 | 100 | 95 | 83 | 100 | 100 | 100 | 96.3 | |
| Llama (GPb+CT)Prompting Strategy=Grammar Prompting + Chain-of-Thought, Backbone=o12025.06 | 100 | 97 | 88.1 | 100 | 100 | 100 | 97.5 | |
| gpt-3.5strategy=GPb, prompt_generator=GPT-o12025.06 | 99.3 | 88.7 | 72.1 | 94.2 | 98.7 | 83 | 89.3 | |
| gpt-4ostrategy=base2025.06 | 92.7 | 94.1 | 88.1 | 94.7 | 89.6 | 93.3 | 92.1 | |
| gpt-3.5strategy=GPb+CT, prompt_generator=GPT-o12025.06 | 88.7 | 93.9 | 82.8 | 86 | 99.8 | 88.7 | 90 | |
| gpt-4ostrategy=CT2025.06 | 82.7 | 98.1 | 90 | 95.8 | 95.1 | 98 | 93.3 | |
| Sonnetstrategy=base2025.06 | 60 | 96.5 | 87.4 | 95.6 | 94.2 | 95.7 | 88.2 | |
| Haikustrategy=base2025.06 | 46 | 77.9 | 84 | 88.7 | 75.1 | 84 | 75.9 | |
| Llama (Base)Prompting Strategy=Basic2025.06 | 40.7 | 83.7 | 87.3 | 92.2 | 92.9 | 97.7 | 82.4 | |
| Haikustrategy=CT2025.06 | 31.3 | 89.2 | 86.3 | 95.8 | 79.8 | 99 | 80.2 | |
| gpt-3.5strategy=base2025.06 | 18.7 | 73.2 | 82.7 | 97.6 | 73.8 | 98.3 | 74 | |
| gpt-3.5strategy=CT2025.06 | 16.7 | 76.9 | 81.9 | 89.8 | 83.1 | 90.3 | 73.1 | |
| Llama (CT)Prompting Strategy=Chain-of-Thought (CT)2025.06 | 8.5 | 88.4 | 87 | 94.1 | 92.4 | 97 | 77.9 |