Unary Value Extraction on ARXIV2TABLE
50Precisioniterative batch-based generation method
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iterative batch-based generation methodBackbone Model=GPT-o32025.04 | 50 | 70 | 58.3 | |
| iterative batch-based generation methodBackbone Model=GPT-4o-mini2025.04 | 49 | 66.7 | 56.5 | |
| iterative batch-based generation methodBackbone Model=GPT-4o, Chain of Thought=true2025.04 | 48 | 68 | 56.3 | |
| iterative batch-based generation methodBackbone Model=DeepSeek-V3 (685B)2025.04 | 47.7 | 65.2 | 55.1 | |
| iterative batch-based generation methodBackbone Model=GPT-4o2025.04 | 46.1 | 66.7 | 54.5 | |
| iterative batch-based generation methodBackbone Model=Mistral-Large (123B)2025.04 | 43.3 | 61.5 | 50.8 | |
| iterative batch-based generation methodBackbone Model=LLaMa-3.3 (70B)2025.04 | 43.1 | 62.6 | 51.1 | |
| Newman et al.Backbone Model=GPT-4o, Chain of Thought=true2025.04 | 40 | 51 | 45 | |
| Newman et al.Backbone Model=GPT-4o2025.04 | 38.7 | 49.8 | 43.6 | |
| Newman et al.Backbone Model=GPT-4o-mini2025.04 | 38.3 | 47.5 | 42.4 | |
| Baseline 1Backbone Model=GPT-4o2025.04 | 36.9 | 41.8 | 39.2 | |
| Newman et al.Backbone Model=DeepSeek-V3 (685B)2025.04 | 36.6 | 49.2 | 42 | |
| Newman et al.Backbone Model=Mistral-Large (123B)2025.04 | 34.7 | 46.3 | 39.7 | |
| Newman et al.Backbone Model=LLaMa-3.3 (70B)2025.04 | 32.8 | 44.5 | 37.8 | |
| Baseline 1Backbone Model=DeepSeek-V3 (685B)2025.04 | 32.5 | 43.8 | 37.3 | |
| Baseline 1Backbone Model=Mistral-Large (123B)2025.04 | 31.6 | 30.4 | 31 | |
| Baseline 1Backbone Model=LLaMa-3.3 (70B)2025.04 | 29.6 | 40.4 | 34.2 | |
| Baseline 1Backbone Model=GPT-4o-mini2025.04 | 28.9 | 39.3 | 33.3 | |
| Baseline 2Backbone Model=GPT-4o2025.04 | 27.9 | 56 | 37.2 | |
| Baseline 2Backbone Model=GPT-4o-mini2025.04 | 27.7 | 50.8 | 35.9 | |
| Baseline 2Backbone Model=DeepSeek-V3 (685B)2025.04 | 27.1 | 55.5 | 36.4 | |
| Baseline 2Backbone Model=Mistral-Large (123B)2025.04 | 22.7 | 47.4 | 30.7 | |
| Baseline 2Backbone Model=LLaMa-3.3 (70B)2025.04 | 17 | 56.8 | 26.2 |