# Table Question Answering on ArcadeQA

Source: [Table Question Answering on ArcadeQA](<https://www.sota2.com/research/sota/table-question-answering-on-arcadeqa>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:31.600Z

Evaluation of model performance on the ArcadeQA dataset for Table Question Answering capabilities, typically 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) | ArcadeQA |
| 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](<https://www.sota2.com/research/sota/table-question-answering-on-arcadeqa.md?metric=Exact%20Match%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TableRAG | 49.2 | Not recorded | 68fa766b1e209131cea6cdaa |
| TableRAG | 46.2 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadSchema | 43.1 | Not recorded | 68fa766b1e209131cea6cdaa |
| RandRowSampling | 42.3 | Not recorded | 68fa766b1e209131cea6cdaa |
| TableRAG | 42.3 | Not recorded | 68fa766b1e209131cea6cdaa |
| RowColRetrieval | 37.7 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadSchema | 32.3 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadSchema | 30.8 | Not recorded | 68fa766b1e209131cea6cdaa |
| RowColRetrieval | 30 | Not recorded | 68fa766b1e209131cea6cdaa |
| RandRowSampling | 28.5 | Not recorded | 68fa766b1e209131cea6cdaa |
| RandRowSampling | 20.8 | Not recorded | 68fa766b1e209131cea6cdaa |
| RowColRetrieval | 16.9 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadTable | 5.4 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadTable | 4.6 | Not recorded | 68fa766b1e209131cea6cdaa |
| ReadTable | 1.5 | Not recorded | 68fa766b1e209131cea6cdaa |

### TableRAG

Exact Match Accuracy: 49.2. Result ID: 69941e553a6c3148491b30c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/table_rag>)

Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction.

### TableRAG

Exact Match Accuracy: 46.2. Result ID: 69941e553a6c3148491b30d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/table_rag>)

Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction.

### ReadSchema

Exact Match Accuracy: 43.1. Result ID: 69941e553a6c3148491b30c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction.

### RandRowSampling

Exact Match Accuracy: 42.3. Result ID: 69941e553a6c3148491b30c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction.

### TableRAG

Exact Match Accuracy: 42.3. Result ID: 69941e553a6c3148491b30cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/table_rag>)

Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction.

### RowColRetrieval

Exact Match Accuracy: 37.7. Result ID: 69941e553a6c3148491b30c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction.

### ReadSchema

Exact Match Accuracy: 32.3. Result ID: 69941e553a6c3148491b30ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction.

### ReadSchema

Exact Match Accuracy: 30.8. Result ID: 69941e553a6c3148491b30c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction.

### RowColRetrieval

Exact Match Accuracy: 30. Result ID: 69941e553a6c3148491b30d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction.

### RandRowSampling

Exact Match Accuracy: 28.5. Result ID: 69941e553a6c3148491b30cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction.

### RandRowSampling

Exact Match Accuracy: 20.8. Result ID: 69941e553a6c3148491b30ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction.

### RowColRetrieval

Exact Match Accuracy: 16.9. Result ID: 69941e553a6c3148491b30cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66298.md>)

Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction.

### ReadTable

Exact Match Accuracy: 5.4. Result ID: 69941e553a6c3148491b30cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"Mistral Nemo"}. This record does not assert independent reproduction.

### ReadTable

Exact Match Accuracy: 4.6. Result ID: 69941e553a6c3148491b30c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"GPT 3.5 Turbo"}. This record does not assert independent reproduction.

### ReadTable

Exact Match Accuracy: 1.5. Result ID: 69941e553a6c3148491b30c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa766b1e209131cea6cdaa.md>)

Recorded evaluation configuration: {"Language Model":"Gemini 1.0 Pro"}. This record does not assert independent reproduction.

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