Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning
Geometry problem solving has attracted much attention in the NLP community recently. The task is challenging as it requires abstract problem understanding and symbolic reasoning with axiomatic knowledge. However, current datasets are either small in scale or not publicly available. Thus, we construct a new large-scale benchmark, Geometry3K, consisting of 3,002 geometry problems with dense annotation in formal language. We further propose a novel geometry solving approach with formal language and symbolic reasoning, called Interpretable Geometry Problem Solver (Inter-GPS). Inter-GPS first parses the problem text and diagram into formal language automatically via rule-based text parsing and neural object detecting, respectively. Unlike implicit learning in existing methods, Inter-GPS incorporates theorem knowledge as conditional rules and performs symbolic reasoning step by step. Also, a theorem predictor is designed to infer the theorem application sequence fed to the symbolic solver for the more efficient and reasonable searching path. Extensive experiments on the Geometry3K and GEOS datasets demonstrate that Inter-GPS achieves significant improvements over existing methods. The project with code and data is available at https://lupantech.github.io/inter-gps.
PDF Abstract ACL 2021 PDF ACL 2021 AbstractCode
Datasets
Geometry3K
GeoS
PGPS9K
PGDP5K
| Task | Dataset | Model | Metric Name | Metric Value | Global Rank | Benchmark |
|---|---|---|---|---|---|---|
| Mathematical Question Answering | Geometry3K | Inter-GPS (GT) | Accuracy (%) | 78.3 | # 2 | |
| Mathematical Question Answering | Geometry3K | Random | Accuracy (%) | 25.0 | # 6 | |
| Mathematical Question Answering | Geometry3K | Human | Accuracy (%) | 56.9 | # 5 | |
| Mathematical Question Answering | Geometry3K | Inter-GPS | Accuracy (%) | 57.5 | # 4 | |
| Mathematical Question Answering | Geometry3K | Human Expert | Accuracy (%) | 90.9 | # 1 | |
| Mathematical Question Answering | GeoS | Inter-GPS | Accuracy (%) | 67 | # 1 | |
| Scene Parsing | PGDP5K | Inter-GPS | Total Accuracy | 27.3 | # 2 | |
| Mathematical Reasoning | PGPS9K | Inter-GPS | Completion accuracy | 59.8 | # 2 |
