| Paper | Code | Execution Accuracy | Program Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning | ✓ Link | 71.07 | 68.94 | APOLLO | 2022-12-14 |
| ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler | ✓ Link | 68.96 | 65.21 | ELASTIC (RoBERTa-large) | 2022-10-18 |
| Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks | 68.79 | GPT-4 (8k) | 2023-05-10 | ||
| FinQA: A Dataset of Numerical Reasoning over Financial Data | ✓ Link | 65.05 | 63.52 | FinQANet (RoBERTa-large) | 2021-09-01 |
| FinQA: A Dataset of Numerical Reasoning over Financial Data | ✓ Link | 57.43 | 55.52 | FinQANet (BERT-large) | 2021-09-01 |
| FinQA: A Dataset of Numerical Reasoning over Financial Data | ✓ Link | 53.71 | 51.71 | FinQANet (FinBert ) | 2021-09-01 |