# Table Question Answering on ROBUT-WTQ Row Order Shuffling (test) Source: [Table Question Answering on ROBUT-WTQ Row Order Shuffling (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:23.922Z Evaluation of model performance on the test split of the ROBUT-WTQ dataset, specifically testing robustness against row order shuffling perturbations for Table Question Answering. 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 | Table Question Answering | | Dataset (including any stated split) | ROBUT-WTQ Row Order Shuffling (test) | | Metric | Accuracy (Pre-perturbation) | | 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 - [Accuracy (Pre-perturbation)](): Higher is better; unit: PERCENT. - [Accuracy (Post-perturbation)](): Higher is better; unit: PERCENT. - [Robustness Accuracy (R-ACC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Pre-perturbation) | Result date | Report paper | | --- | --- | --- | --- | | TAPEX | 88.5 | Not recorded | 68fa6fdc1e209131cea47b48 | | OmniTab | 87.6 | Not recorded | 68fa6fdc1e209131cea47b48 | | TableFormer | 85.7 | Not recorded | 68fa6fdc1e209131cea47b48 | | TAPAS | 84.8 | Not recorded | 68fa6fdc1e209131cea47b48 | | GPT-3 | 78.2 | Not recorded | 68fa6fdc1e209131cea47b48 | | OmniTab | 60.6 | Not recorded | 68fa6fdc1e209131cea47b48 | | TAPEX | 56.9 | Not recorded | 68fa6fdc1e209131cea47b48 | | TableFormer | 51 | Not recorded | 68fa6fdc1e209131cea47b48 | | TAPAS | 48 | Not recorded | 68fa6fdc1e209131cea47b48 | | GPT-3 | 42.9 | Not recorded | 68fa6fdc1e209131cea47b48 | ### TAPEX Accuracy (Pre-perturbation): 88.5. Result ID: 6990ef833a6c31484904681d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### OmniTab Accuracy (Pre-perturbation): 87.6. Result ID: 6990ef833a6c31484904681e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### TableFormer Accuracy (Pre-perturbation): 85.7. Result ID: 6990ef833a6c31484904681c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### TAPAS Accuracy (Pre-perturbation): 84.8. Result ID: 6990ef833a6c31484904681b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### GPT-3 Accuracy (Pre-perturbation): 78.2. Result ID: 6990ef833a6c31484904681f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot","Sample Size":"200"}. This record does not assert independent reproduction. ### OmniTab Accuracy (Pre-perturbation): 60.6. Result ID: 6990ef833a6c3148490467e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### TAPEX Accuracy (Pre-perturbation): 56.9. Result ID: 6990ef833a6c3148490467e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### TableFormer Accuracy (Pre-perturbation): 51. Result ID: 6990ef833a6c3148490467e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### TAPAS Accuracy (Pre-perturbation): 48. Result ID: 6990ef833a6c3148490467e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### GPT-3 Accuracy (Pre-perturbation): 42.9. Result ID: 6990ef833a6c3148490467e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.