# Structured tax-form completion on TaxCalcBench TY24 (test) Source: [Structured tax-form completion on TaxCalcBench TY24 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:00:27.514Z Evaluation of model performance on structured tax-form completion using the test split of the TaxCalcBench TY24 dataset, measured across specific case accuracies. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Structured tax-form completion | | Dataset (including any stated split) | TaxCalcBench TY24 (test) | | Metric | Case 1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Case 1 Accuracy](): Higher is better; unit: PERCENT. - [Case 3 Accuracy](): Higher is better; unit: PERCENT. - [Case 4 Accuracy](): Higher is better; unit: PERCENT. - [Case 6a Accuracy](): Higher is better; unit: PERCENT. - [Test Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Case 1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DAPO | 55 | Not recorded | 6a02b3f8dbc836b87d82459d | | GRPO | 54 | Not recorded | 6a02b3f8dbc836b87d82459d | | Zero-shot | 53 | Not recorded | 6a02b3f8dbc836b87d82459d | | GRPO | 52 | Not recorded | 6a02b3f8dbc836b87d82459d | | GSPO | 52 | Not recorded | 6a02b3f8dbc836b87d82459d | | DPA-GRPO | 52 | Not recorded | 6a02b3f8dbc836b87d82459d | | DAPO | 47 | Not recorded | 6a02b3f8dbc836b87d82459d | | GSPO | 46 | Not recorded | 6a02b3f8dbc836b87d82459d | | DPA-GRPO | 43 | Not recorded | 6a02b3f8dbc836b87d82459d | | Zero-shot | 41 | Not recorded | 6a02b3f8dbc836b87d82459d | ### DAPO Case 1 Accuracy: 55. Result ID: 6a02dce347f34ce924e56e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO Case 1 Accuracy: 54. Result ID: 6a02dce347f34ce924e56e03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Zero-shot Case 1 Accuracy: 53. Result ID: 6a02dce347f34ce924e56dff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO Case 1 Accuracy: 52. Result ID: 6a02dce347f34ce924e56e00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### GSPO Case 1 Accuracy: 52. Result ID: 6a02dce347f34ce924e56e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### DPA-GRPO Case 1 Accuracy: 52. Result ID: 6a02dce347f34ce924e56e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DAPO Case 1 Accuracy: 47. Result ID: 6a02dce347f34ce924e56e01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### GSPO Case 1 Accuracy: 46. Result ID: 6a02dce347f34ce924e56e02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DPA-GRPO Case 1 Accuracy: 43. Result ID: 6a02dce347f34ce924e56e07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Zero-shot Case 1 Accuracy: 41. Result ID: 6a02dce347f34ce924e56dfe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.