Research map / Large language models / Agents, code and math
HMS: A Hierarchical Solver with Dependency-Enhanced Understanding for Math Word Problem
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add a hierarchical word-clause-problem encoder (ablation) | HMS · Math23K | accuracy: 0.750 -> 0.761 | Helped |
| add a hierarchical word-clause-problem encoder (ablation) | HMS · MAWPS | accuracy: 0.788 -> 0.803 | Helped |
| add the dependency-based clause module (ablation) | HMS · Math23K | accuracy: 0.755 -> 0.761 | Helped |
| add the dependency-based clause module (ablation) | HMS · MAWPS | accuracy: 0.791 -> 0.803 | Helped |
| add the pointer-generator network (ablation) | HMS · Math23K | accuracy: 0.756 -> 0.761 | Helped |
| add the pointer-generator network (ablation) | HMS · MAWPS | accuracy: 0.789 -> 0.803 | Helped |
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