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

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

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

Data updated: 2026-02-26T05:52:47.141Z

Evaluation of model performance on the validation split of the SEM-TAB-FACTS dataset for Table-based Fact Verification, reporting micro-F1.

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 (val) |
| 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-val.md?metric=Micro-F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| PASTA | 84.23 | Not recorded | 68fa6dd41e209131cea3c409 |
| DeBERTaV3 | 81.85 | Not recorded | 68fa6dd41e209131cea3c409 |
| LKA | 80.34 | Not recorded | 68fa6dd41e209131cea3c409 |
| Tapas | 78.33 | Not recorded | 68fa6dd41e209131cea3c409 |
| Tapex | 77.53 | Not recorded | 68fa6dd41e209131cea3c409 |
| Volta | 74.35 | Not recorded | 68fa6dd41e209131cea3c409 |

### PASTA

Micro-F1: 84.23. Result ID: 698fea773a6c314849fcc465.

[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: 81.85. Result ID: 698fea773a6c314849fcc464.

[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: 80.34. Result ID: 698fea773a6c314849fcc463.

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

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

### Tapas

Micro-F1: 78.33. Result ID: 698fea773a6c314849fcc461.

[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.

### Tapex

Micro-F1: 77.53. Result ID: 698fea773a6c314849fcc462.

[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.

### Volta

Micro-F1: 74.35. Result ID: 698fea773a6c314849fcc460.

[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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