# Structured tax-form completion on TaxCalcBench TY24 (train) Source: [Structured tax-form completion on TaxCalcBench TY24 (train)]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:00:27.566Z Evaluation of model performance on the training split of the TaxCalcBench TY24 dataset for structured tax-form completion tasks. 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 (train) | | Metric | Train-A Score | | 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 - [Train-A Score](): Higher is better; unit: PERCENT. - [Train-B Score](): Higher is better; unit: PERCENT. - [Train-C Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Train-A Score | Result date | Report paper | | --- | --- | --- | --- | | DPA-GRPO | 90 | Not recorded | 6a02b3f8dbc836b87d82459d | | Zero-shot | 84 | Not recorded | 6a02b3f8dbc836b87d82459d | | GRPO | 84 | Not recorded | 6a02b3f8dbc836b87d82459d | | DAPO | 84 | Not recorded | 6a02b3f8dbc836b87d82459d | | GSPO | 84 | Not recorded | 6a02b3f8dbc836b87d82459d | | GRPO | 74 | Not recorded | 6a02b3f8dbc836b87d82459d | | DAPO | 74 | Not recorded | 6a02b3f8dbc836b87d82459d | | GSPO | 74 | Not recorded | 6a02b3f8dbc836b87d82459d | | DPA-GRPO | 74 | Not recorded | 6a02b3f8dbc836b87d82459d | | Zero-shot | 53 | Not recorded | 6a02b3f8dbc836b87d82459d | ### DPA-GRPO Train-A Score: 90. Result ID: 6a02dce347f34ce924e56e11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Zero-shot Train-A Score: 84. Result ID: 6a02dce347f34ce924e56e09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO Train-A Score: 84. Result ID: 6a02dce347f34ce924e56e0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### DAPO Train-A Score: 84. Result ID: 6a02dce347f34ce924e56e0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GSPO Train-A Score: 84. Result ID: 6a02dce347f34ce924e56e0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO Train-A Score: 74. Result ID: 6a02dce347f34ce924e56e0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DAPO Train-A Score: 74. Result ID: 6a02dce347f34ce924e56e0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### GSPO Train-A Score: 74. Result ID: 6a02dce347f34ce924e56e0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DPA-GRPO Train-A Score: 74. Result ID: 6a02dce347f34ce924e56e10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Zero-shot Train-A Score: 53. Result ID: 6a02dce347f34ce924e56e08. [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.