# Table Question Answering on BirdQA Source: [Table Question Answering on BirdQA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:31.617Z Evaluation of model performance on the BirdQA dataset for Table Question Answering, measured using Exact-match 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) | BirdQA | | Metric | Exact Match Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Exact Match Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Exact Match Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TableRAG | 45.5 | Not recorded | 68fa766b1e209131cea6cdaa | | TableRAG | 45.1 | Not recorded | 68fa766b1e209131cea6cdaa | | TableRAG | 44.2 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadSchema | 40.3 | Not recorded | 68fa766b1e209131cea6cdaa | | RowColRetrieval | 39.6 | Not recorded | 68fa766b1e209131cea6cdaa | | RowColRetrieval | 36.4 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadSchema | 35.7 | Not recorded | 68fa766b1e209131cea6cdaa | | RandRowSampling | 34.7 | Not recorded | 68fa766b1e209131cea6cdaa | | RandRowSampling | 33.4 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadSchema | 31.8 | Not recorded | 68fa766b1e209131cea6cdaa | | RandRowSampling | 25.3 | Not recorded | 68fa766b1e209131cea6cdaa | | RowColRetrieval | 21.8 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadTable | 9.1 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadTable | 8.4 | Not recorded | 68fa766b1e209131cea6cdaa | | ReadTable | 4.9 | Not recorded | 68fa766b1e209131cea6cdaa | ### TableRAG Exact Match Accuracy: 45.5. Result ID: 69941e553a6c3148491b30d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction. ### TableRAG Exact Match Accuracy: 45.1. Result ID: 69941e553a6c3148491b30e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction. ### TableRAG Exact Match Accuracy: 44.2. Result ID: 69941e553a6c3148491b30db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction. ### ReadSchema Exact Match Accuracy: 40.3. Result ID: 69941e553a6c3148491b30d3. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction. ### RowColRetrieval Exact Match Accuracy: 39.6. Result ID: 69941e553a6c3148491b30d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction. ### RowColRetrieval Exact Match Accuracy: 36.4. Result ID: 69941e553a6c3148491b30df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction. ### ReadSchema Exact Match Accuracy: 35.7. Result ID: 69941e553a6c3148491b30dd. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction. ### RandRowSampling Exact Match Accuracy: 34.7. Result ID: 69941e553a6c3148491b30d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction. ### RandRowSampling Exact Match Accuracy: 33.4. Result ID: 69941e553a6c3148491b30de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction. ### ReadSchema Exact Match Accuracy: 31.8. Result ID: 69941e553a6c3148491b30d8. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction. ### RandRowSampling Exact Match Accuracy: 25.3. Result ID: 69941e553a6c3148491b30d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction. ### RowColRetrieval Exact Match Accuracy: 21.8. Result ID: 69941e553a6c3148491b30da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction. ### ReadTable Exact Match Accuracy: 9.1. Result ID: 69941e553a6c3148491b30d2. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction. ### ReadTable Exact Match Accuracy: 8.4. Result ID: 69941e553a6c3148491b30dc. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction. ### ReadTable Exact Match Accuracy: 4.9. Result ID: 69941e553a6c3148491b30d7. [Reporting paper]() Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.