# Table Question Answering on WikiTableQuestions OOD Source: [Table Question Answering on WikiTableQuestions OOD]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:54:30.383Z Evaluation of model performance on the Out-of-Distribution (OOD) subset of the WikiTableQuestions dataset for Table Question Answering, focusing on 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) | WikiTableQuestions OOD | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | SkillGrad | 83.34 | Not recorded | 6a17cc27dbd7150506f8139c | | SkillGrad | 82.38 | Not recorded | 6a17cc27dbd7150506f8139c | | Trace2Skill | 81.91 | Not recorded | 6a17cc27dbd7150506f8139c | | EvoSkill | 80.95 | Not recorded | 6a17cc27dbd7150506f8139c | | Trace2Skill | 79.05 | Not recorded | 6a17cc27dbd7150506f8139c | | No Skill | 78.57 | Not recorded | 6a17cc27dbd7150506f8139c | | Base xlsx Skill | 78.57 | Not recorded | 6a17cc27dbd7150506f8139c | | EvoSkill | 78.09 | Not recorded | 6a17cc27dbd7150506f8139c | | Base xlsx Skill | 77.14 | Not recorded | 6a17cc27dbd7150506f8139c | | SkillGrad | 73.65 | Not recorded | 6a17cc27dbd7150506f8139c | | Trace2Skill | 60 | Not recorded | 6a17cc27dbd7150506f8139c | | SkillGrad | 53.81 | Not recorded | 6a17cc27dbd7150506f8139c | | EvoSkill | 53.33 | Not recorded | 6a17cc27dbd7150506f8139c | | No Skill | 52.86 | Not recorded | 6a17cc27dbd7150506f8139c | | Trace2Skill | 51.43 | Not recorded | 6a17cc27dbd7150506f8139c | | Base xlsx Skill | 48.58 | Not recorded | 6a17cc27dbd7150506f8139c | | EvoSkill | 43.33 | Not recorded | 6a17cc27dbd7150506f8139c | | Base xlsx Skill | 42.86 | Not recorded | 6a17cc27dbd7150506f8139c | ### SkillGrad Accuracy: 83.34. Result ID: 6a17f4a2fbc373592c117a3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### SkillGrad Accuracy: 82.38. Result ID: 6a17f4a2fbc373592c117a3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Trace2Skill Accuracy: 81.91. Result ID: 6a17f4a2fbc373592c117a3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### EvoSkill Accuracy: 80.95. Result ID: 6a17f4a2fbc373592c117a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Trace2Skill Accuracy: 79.05. Result ID: 6a17f4a2fbc373592c117a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### No Skill Accuracy: 78.57. Result ID: 6a17f4a2fbc373592c117a37. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"None","Training Type":"Training-free"}. This record does not assert independent reproduction. ### Base xlsx Skill Accuracy: 78.57. Result ID: 6a17f4a2fbc373592c117a39. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"Third-party","Training Type":"Training-free"}. This record does not assert independent reproduction. ### EvoSkill Accuracy: 78.09. Result ID: 6a17f4a2fbc373592c117a3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Base xlsx Skill Accuracy: 77.14. Result ID: 6a17f4a2fbc373592c117a38. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.4","Initialization":"LLM-gen.","Training Type":"Training-free"}. This record does not assert independent reproduction. ### SkillGrad Accuracy: 73.65. Result ID: 6a17f4a2fbc373592c117a45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Trace2Skill Accuracy: 60. Result ID: 6a17f4a2fbc373592c117a43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### SkillGrad Accuracy: 53.81. Result ID: 6a17f4a2fbc373592c117a48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### EvoSkill Accuracy: 53.33. Result ID: 6a17f4a2fbc373592c117a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"LLM-gen.","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### No Skill Accuracy: 52.86. Result ID: 6a17f4a2fbc373592c117a40. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"None","Training Type":"Training-free"}. This record does not assert independent reproduction. ### Trace2Skill Accuracy: 51.43. Result ID: 6a17f4a2fbc373592c117a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Base xlsx Skill Accuracy: 48.58. Result ID: 6a17f4a2fbc373592c117a41. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"LLM-gen.","Training Type":"Training-free"}. This record does not assert independent reproduction. ### EvoSkill Accuracy: 43.33. Result ID: 6a17f4a2fbc373592c117a47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"Third-party","Training Type":"Training-based skill improvement"}. This record does not assert independent reproduction. ### Base xlsx Skill Accuracy: 42.86. Result ID: 6a17f4a2fbc373592c117a42. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Initialization":"Third-party","Training Type":"Training-free"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.