# Table-based Fact Verification on SEM-TAB-FACTS (test)

Source: [Table-based Fact Verification on SEM-TAB-FACTS (test)](<https://www.sota2.com/research/sota/table-based-fact-verification-on-sem-tab-facts-test>)

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

Data updated: 2026-02-26T05:52:42.123Z

Evaluation of model performance on the test split of the SEM-TAB-FACTS dataset for Table-based Fact Verification.

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-based Fact Verification |
| Dataset (including any stated split) | SEM-TAB-FACTS (test) |
| Metric | Micro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Micro F1](<https://www.sota2.com/research/sota/table-based-fact-verification-on-sem-tab-facts-test.md?metric=Micro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| PASTA | 84.1 | Not recorded | 68fa6dd41e209131cea3c409 |
| DeBERTaV3 | 78.92 | Not recorded | 68fa6dd41e209131cea3c409 |
| LKA | 78.54 | Not recorded | 68fa6dd41e209131cea3c409 |
| Tapex | 75.47 | Not recorded | 68fa6dd41e209131cea3c409 |
| Tapas | 75.33 | Not recorded | 68fa6dd41e209131cea3c409 |
| Volta | 73.87 | Not recorded | 68fa6dd41e209131cea3c409 |

### PASTA

Micro F1: 84.1. Result ID: 698fea773a6c314849fcc46b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Implementation](<https://github.com/ruc-datalab/PASTA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeBERTaV3

Micro F1: 78.92. Result ID: 698fea773a6c314849fcc46a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee11e209131cea4297b.md>)

[Implementation](<https://github.com/microsoft/DeBERTa>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LKA

Micro F1: 78.54. Result ID: 698fea773a6c314849fcc469.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Tapex

Micro F1: 75.47. Result ID: 698fea773a6c314849fcc468.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31836.md>)

[Implementation](<https://github.com/microsoft/Table-Pretraining>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Tapas

Micro F1: 75.33. Result ID: 698fea773a6c314849fcc467.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68701e209131cea1c38b.md>)

[Implementation](<https://www.sota2.com/github.com/google-research/tapas>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Volta

Micro F1: 73.87. Result ID: 698fea773a6c314849fcc466.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd41e209131cea3c409.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26651.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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