Table Question Answering on WikiTQ (F1)
79.8F1 ScoreQUIETT
Evaluation Results
| Method | Links | |
|---|---|---|
| QUIETTCategory=Agentic, Model=Gemini 2.52026.02 | 79.8 | |
| QUIETTCategory=Agentic, Model=GPT-OSS2026.02 | 76.21 | |
| QUIETTCategory=Agentic, Model=DeepSeek V3.12026.02 | 74.56 | |
| E5Category=Direct, Model=Gemini 2.52026.02 | 74.35 | |
| CoTCategory=Direct, Model=Gemini 2.52026.02 | 74.31 | |
| Chain of TablesCategory=Agentic, Model=Gemini 2.52026.02 | 74.3 | |
| TableSQLifyCategory=Direct, Model=GPT-OSS2026.02 | 73.9 | |
| E5Category=Direct, Model=DeepSeek V3.12026.02 | 73 | |
| TableSQLifyCategory=Direct, Model=DeepSeek V3.12026.02 | 73 | |
| POTCategory=Agentic, Model=GPT-OSS2026.02 | 69.9 | |
| CoTCategory=Direct, Model=GPT-OSS2026.02 | 69.4 | |
| QUIETTCategory=Agentic, Model=Gemini 2.02026.02 | 67.6 | |
| E5Category=Direct, Model=Gemini 2.02026.02 | 66.6 | |
| NormTabCategory=Direct, Model=GPT-OSS2026.02 | 65.91 | |
| EEDPCategory=Direct, Model=Gemini 2.52026.02 | 65 | |
| TableSQLifyCategory=Direct, Model=Gemini 2.02026.02 | 64.5 | |
| QUIETTCategory=Agentic, Model=Qwen 32026.02 | 64.2 | |
| Chain of TablesCategory=Agentic, Model=DeepSeek V3.12026.02 | 63.67 | |
| Chain of TablesCategory=Agentic, Model=Gemini 2.02026.02 | 63.27 | |
| EEDPCategory=Direct, Model=Qwen 32026.02 | 62.4 | |
| E5Category=Direct, Model=Qwen 32026.02 | 62.3 | |
| EEDPCategory=Direct, Model=DeepSeek V3.12026.02 | 62.2 | |
| Chain of TablesCategory=Agentic, Model=GPT-OSS2026.02 | 62.11 | |
| EEDPCategory=Direct, Model=Gemini 2.02026.02 | 61.8 | |
| CoTCategory=Direct, Model=Gemini 2.02026.02 | 61.76 | |
| BinderCategory=Direct, Model=Qwen 32026.02 | 61.68 | |
| BinderCategory=Direct, Model=GPT-OSS2026.02 | 61.5 | |
| Chain of TablesCategory=Agentic, Model=Qwen 32026.02 | 61.39 | |
| CoTCategory=Direct, Model=DeepSeek V3.12026.02 | 60.92 | |
| BinderCategory=Direct, Model=Gemini 2.02026.02 | 60.81 | |
| POTCategory=Agentic, Model=Gemini 2.52026.02 | 60.21 | |
| EEDPCategory=Direct, Model=GPT-OSS2026.02 | 60.1 | |
| CoTCategory=Direct, Model=Qwen 32026.02 | 58.95 | |
| NormTabCategory=Direct, Model=Gemini 2.52026.02 | 58.7 | |
| E5Category=Direct, Model=GPT-OSS2026.02 | 56.9 | |
| NormTabCategory=Direct, Model=Gemini 2.02026.02 | 55.95 | |
| CoT + SQLCategory=Direct, Model=Gemini 2.52026.02 | 54.66 | |
| NormTabCategory=Direct, Model=DeepSeek V3.12026.02 | 53.19 | |
| TableSQLifyCategory=Direct, Model=Gemini 2.52026.02 | 53.02 | |
| POTCategory=Agentic, Model=Gemini 2.02026.02 | 52.11 | |
| BinderCategory=Direct, Model=Gemini 2.52026.02 | 51.89 | |
| CoT + SQLCategory=Direct, Model=Qwen 32026.02 | 51.55 | |
| CoT + SQLCategory=Direct, Model=DeepSeek V3.12026.02 | 51.21 | |
| NormTabCategory=Direct, Model=Qwen 32026.02 | 51.12 | |
| BinderCategory=Direct, Model=DeepSeek V3.12026.02 | 50.62 | |
| TableSQLifyCategory=Direct, Model=Qwen 32026.02 | 48.4 | |
| POTCategory=Agentic, Model=DeepSeek V3.12026.02 | 48.39 | |
| POTCategory=Agentic, Model=Qwen 32026.02 | 46.56 | |
| CoT + SQLCategory=Direct, Model=Gemini 2.02026.02 | 44.43 | |
| CoT + SQLCategory=Direct, Model=GPT-OSS2026.02 | 43 |