# Table Question Answering on ReasonTabQA 1.0 (test) Source: [Table Question Answering on ReasonTabQA 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:02.574Z Evaluation of model performance on the test split of the ReasonTabQA 1.0 dataset for Table Question Answering capabilities. 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) | ReasonTabQA 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | Gemini-3-Pro-Preview | 67.58 | Not recorded | 6965d19a6343fa78c832367d | | Claude-Opus-4.5 | 66.2 | Not recorded | 6965d19a6343fa78c832367d | | Doubao-1.5-thinking-pro | 64.48 | Not recorded | 6965d19a6343fa78c832367d | | Qwen3-8B-Think-SFT-TabCodeRL | 61.89 | Not recorded | 6965d19a6343fa78c832367d | | Qwen3-32B-Instruct | 58.76 | Not recorded | 6965d19a6343fa78c832367d | | GPT-4o | 56.9 | Not recorded | 6965d19a6343fa78c832367d | | Deepseek-R1 | 55.8 | Not recorded | 6965d19a6343fa78c832367d | | OpenAI o1-mini | 55.8 | Not recorded | 6965d19a6343fa78c832367d | | QWQ-32B | 54.1 | Not recorded | 6965d19a6343fa78c832367d | | Qwen2.5-72B-Instruct | 51.92 | Not recorded | 6965d19a6343fa78c832367d | | Qwen3-8B-Instruct | 49.87 | Not recorded | 6965d19a6343fa78c832367d | | TableGPT2-7B | 42.05 | Not recorded | 6965d19a6343fa78c832367d | | Qwen3-8B-Instruct | 40.97 | Not recorded | 6965d19a6343fa78c832367d | | Llama-3.1-8B-Instruct | 33.24 | Not recorded | 6965d19a6343fa78c832367d | | TableLLM-7B | 13.5 | Not recorded | 6965d19a6343fa78c832367d | | TableLlama-7B | 13.23 | Not recorded | 6965d19a6343fa78c832367d | | Deepseek-R1-Distill-Qwen-7B | 11.86 | Not recorded | 6965d19a6343fa78c832367d | ### Gemini-3-Pro-Preview Accuracy: 67.58. Result ID: 69968e825698665ec4d759ba. [Reporting paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### Claude-Opus-4.5 Accuracy: 66.2. Result ID: 69968e825698665ec4d759b9. [Reporting paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### Doubao-1.5-thinking-pro Accuracy: 64.48. Result ID: 69968e825698665ec4d759b8. [Reporting paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### Qwen3-8B-Think-SFT-TabCodeRL Accuracy: 61.89. Result ID: 69968e825698665ec4d759be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"thinking","Model Category":"Table-Specific Models"}. This record does not assert independent reproduction. ### Qwen3-32B-Instruct Accuracy: 58.76. Result ID: 69968e825698665ec4d759b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"thinking","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 56.9. Result ID: 69968e825698665ec4d759b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reasoning Mode":"No reasoning","Model Category":"No reasoning Models"}. This record does not assert independent reproduction. ### Deepseek-R1 Accuracy: 55.8. Result ID: 69968e825698665ec4d759b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### OpenAI o1-mini Accuracy: 55.8. Result ID: 69968e825698665ec4d759b7. [Reporting paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### QWQ-32B Accuracy: 54.1. Result ID: 69968e825698665ec4d759b2. [Reporting paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### Qwen2.5-72B-Instruct Accuracy: 51.92. Result ID: 69968e825698665ec4d759ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"No reasoning","Model Category":"No reasoning Models"}. This record does not assert independent reproduction. ### Qwen3-8B-Instruct Accuracy: 49.87. Result ID: 69968e825698665ec4d759b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"thinking","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. ### TableGPT2-7B Accuracy: 42.05. Result ID: 69968e825698665ec4d759bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"Table-Specific","Model Category":"Table-Specific Models"}. This record does not assert independent reproduction. ### Qwen3-8B-Instruct Accuracy: 40.97. Result ID: 69968e825698665ec4d759af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"no-thinking","Model Category":"No reasoning Models"}. This record does not assert independent reproduction. ### Llama-3.1-8B-Instruct Accuracy: 33.24. Result ID: 69968e825698665ec4d759b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reasoning Mode":"No reasoning","Model Category":"No reasoning Models"}. This record does not assert independent reproduction. ### TableLLM-7B Accuracy: 13.5. Result ID: 69968e825698665ec4d759bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reasoning Mode":"Table-Specific","Model Category":"Table-Specific Models"}. This record does not assert independent reproduction. ### TableLlama-7B Accuracy: 13.23. Result ID: 69968e825698665ec4d759bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"Table-Specific","Model Category":"Table-Specific Models"}. This record does not assert independent reproduction. ### Deepseek-R1-Distill-Qwen-7B Accuracy: 11.86. Result ID: 69968e825698665ec4d759b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"Reasoning Models","Model Category":"Reasoning Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.