# Open Table-and-Text Question Answering on OTT-QA 1.0 (test)

Source: [Open Table-and-Text Question Answering on OTT-QA 1.0 (test)](<https://www.sota2.com/research/sota/open-table-and-text-question-answering-on-ott-qa-1-0-test>)

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

Data updated: 2026-02-26T05:41:32.916Z

Evaluation of model performance on the test split of the OTT-QA 1.0 dataset for Open Table-and-Text Question Answering capabilities, typically measured using EM and F1 scores.

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 | Open Table-and-Text Question Answering |
| Dataset (including any stated split) | OTT-QA 1.0 (test) |
| Metric | EM |
| 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

- [EM](<https://www.sota2.com/research/sota/open-table-and-text-question-answering-on-ott-qa-1-0-test.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/open-table-and-text-question-answering-on-ott-qa-1-0-test.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle Table + Link (w/o Retrieval) + HYBRIDER | 43 | Not recorded | 68fa694f1e209131cea21756 |
| Oracle Link + Fusion-Retrieval + Cross-Block Reader | 35 | Not recorded | 68fa694f1e209131cea21756 |
| Fusion-Retrieval + Cross-Block Reader | 27.2 | Not recorded | 68fa694f1e209131cea21756 |
| Iterative-Retrieval + Cross-Block Reader | 16.9 | Not recorded | 68fa694f1e209131cea21756 |
| Fusion-Retrieval + Single-Block Reader | 13.4 | Not recorded | 68fa694f1e209131cea21756 |
| HYBRIDER (best Top-K) | 9.7 | Not recorded | 68fa694f1e209131cea21756 |
| Iterative-Retrieval + Single-Block Reader | 9.6 | Not recorded | 68fa694f1e209131cea21756 |
| Text-only Retrieval + Cross-Block Reader | 8.8 | Not recorded | 68fa694f1e209131cea21756 |
| HYBRIDER (Top-1) | 8.4 | Not recorded | 68fa694f1e209131cea21756 |
| Table-only Retrieval + Cross-Block Reader | 4.4 | Not recorded | 68fa694f1e209131cea21756 |

### Oracle Table + Link (w/o Retrieval) + HYBRIDER

EM: 43. Result ID: 698da3cb8b517eb43322d534.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

Recorded evaluation configuration: {"Retriever Setting":"Best","Ablation":"Oracle Table + Link"}. This record does not assert independent reproduction.

### Oracle Link + Fusion-Retrieval + Cross-Block Reader

EM: 35. Result ID: 698da3cb8b517eb43322d533.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best","Ablation":"Oracle Link"}. This record does not assert independent reproduction.

### Fusion-Retrieval + Cross-Block Reader

EM: 27.2. Result ID: 698da3cb8b517eb43322d530.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### Iterative-Retrieval + Cross-Block Reader

EM: 16.9. Result ID: 698da3cb8b517eb43322d52f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### Fusion-Retrieval + Single-Block Reader

EM: 13.4. Result ID: 698da3cb8b517eb43322d52e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### HYBRIDER (best Top-K)

EM: 9.7. Result ID: 698da3cb8b517eb43322d52c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f11e209131cea25230.md>)

[Implementation](<https://github.com/wenhuchen/HybridQA>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### Iterative-Retrieval + Single-Block Reader

EM: 9.6. Result ID: 698da3cb8b517eb43322d52d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### Text-only Retrieval + Cross-Block Reader

EM: 8.8. Result ID: 698da3cb8b517eb43322d532.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best","Ablation":"Text-only"}. This record does not assert independent reproduction.

### HYBRIDER (Top-1)

EM: 8.4. Result ID: 698da3cb8b517eb43322d52b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f11e209131cea25230.md>)

[Implementation](<https://github.com/wenhuchen/HybridQA>)

Recorded evaluation configuration: {"Retriever Setting":"Best"}. This record does not assert independent reproduction.

### Table-only Retrieval + Cross-Block Reader

EM: 4.4. Result ID: 698da3cb8b517eb43322d531.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21756.md>)

[Implementation](<https://github.com/wenhuchen/OTT-QA>)

Recorded evaluation configuration: {"Retriever Setting":"Best","Ablation":"Table-only"}. This record does not assert independent reproduction.

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