# Table Question Answering on MMQA Source: [Table Question Answering on MMQA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:44.212Z Evaluation of model performance on the MMQA dataset for Table Question Answering, measured using Accuracy. 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) | MMQA | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GPT-5-nano | 86.08 | Not recorded | 69802f5ca8b01e76cc8e1465 | | GPT-oss-20b | 83.54 | Not recorded | 69802f5ca8b01e76cc8e1465 | | GPT-5-nano | 83.54 | Not recorded | 69802f5ca8b01e76cc8e1465 | | GPT-oss-20b | 79.75 | Not recorded | 69802f5ca8b01e76cc8e1465 | | GPT-4.1-nano | 73.42 | Not recorded | 69802f5ca8b01e76cc8e1465 | | GPT-4.1-nano | 67.09 | Not recorded | 69802f5ca8b01e76cc8e1465 | | Ministral-3-8B | 56.96 | Not recorded | 69802f5ca8b01e76cc8e1465 | | Ministral-3-8B | 49.37 | Not recorded | 69802f5ca8b01e76cc8e1465 | | QWEN3-8B | 44.94 | Not recorded | 69802f5ca8b01e76cc8e1465 | | QWEN3-8B | 44.3 | Not recorded | 69802f5ca8b01e76cc8e1465 | ### GPT-5-nano Accuracy: 86.08. Result ID: 699616665698665ec4560649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Tree-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### GPT-oss-20b Accuracy: 83.54. Result ID: 699616665698665ec4560646. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Chain-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### GPT-5-nano Accuracy: 83.54. Result ID: 699616665698665ec4560648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Chain-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### GPT-oss-20b Accuracy: 79.75. Result ID: 699616665698665ec4560647. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Tree-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### GPT-4.1-nano Accuracy: 73.42. Result ID: 699616665698665ec4560645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Tree-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### GPT-4.1-nano Accuracy: 67.09. Result ID: 699616665698665ec4560644. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Chain-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### Ministral-3-8B Accuracy: 56.96. Result ID: 699616665698665ec4560643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Tree-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### Ministral-3-8B Accuracy: 49.37. Result ID: 699616665698665ec4560642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Chain-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### QWEN3-8B Accuracy: 44.94. Result ID: 699616665698665ec4560641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Tree-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. ### QWEN3-8B Accuracy: 44.3. Result ID: 699616665698665ec4560640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Workflow":"Chain-of-Table (Tools)","ST Reward":true,"SR Reward":"RG (TABROUGE)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.