# Table-to-text generation on WIKI dataset (test)

Source: [Table-to-text generation on WIKI dataset (test)](<https://www.sota2.com/research/sota/table-to-text-generation-on-wiki-dataset-test>)

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

Data updated: 2026-02-26T05:36:47.615Z

Evaluation of Table-to-text generation performance using the test split of the WIKI dataset, measured using generation quality metrics like BLEU, ROUGE, NIST, and Self-BLEU.

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-to-text generation |
| Dataset (including any stated split) | WIKI dataset (test) |
| Metric | BLEU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/table-to-text-generation-on-wiki-dataset-test.md?metric=BLEU>): Higher is better; unit: PERCENT.

- [NIST](<https://www.sota2.com/research/sota/table-to-text-generation-on-wiki-dataset-test.md?metric=NIST>): Higher is better; unit: PERCENT.

- [ROUGE](<https://www.sota2.com/research/sota/table-to-text-generation-on-wiki-dataset-test.md?metric=ROUGE>): Higher is better; unit: PERCENT.

- [Self-BLEU](<https://www.sota2.com/research/sota/table-to-text-generation-on-wiki-dataset-test.md?metric=Self-BLEU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Table2seq-beam | 26.74 | Not recorded | 68fa67081e209131cea13fc1 |
| Table2seq-pretrain | 25.43 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM | 25.22 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM-Lpc | 22.16 | Not recorded | 68fa67081e209131cea13fc1 |
| Table2seq-sample | 21.75 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM-noraw | 21.59 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM-LMI | 21.3 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM-LMI-Lpt | 16.2 | Not recorded | 68fa67081e209131cea13fc1 |
| Temp-KN | 11.68 | Not recorded | 68fa67081e209131cea13fc1 |

### Table2seq-beam

BLEU: 26.74. Result ID: 698d16048b517eb4331ee5bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"Decoding method":"beam search"}. This record does not assert independent reproduction.

### Table2seq-pretrain

BLEU: 25.43. Result ID: 698d16048b517eb4331ee5bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"Pre-training":"true"}. This record does not assert independent reproduction.

### VTM

BLEU: 25.22. Result ID: 698d16048b517eb4331ee5c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

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

### VTM-Lpc

BLEU: 22.16. Result ID: 698d16048b517eb4331ee5c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"Ablation":"Without Lpc"}. This record does not assert independent reproduction.

### Table2seq-sample

BLEU: 21.75. Result ID: 698d16048b517eb4331ee5be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"Decoding method":"sample"}. This record does not assert independent reproduction.

### VTM-noraw

BLEU: 21.59. Result ID: 698d16048b517eb4331ee5c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"Use raw data":"false"}. This record does not assert independent reproduction.

### VTM-LMI

BLEU: 21.3. Result ID: 698d16048b517eb4331ee5c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"Ablation":"Without LMI"}. This record does not assert independent reproduction.

### VTM-LMI-Lpt

BLEU: 16.2. Result ID: 698d16048b517eb4331ee5c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"Ablation":"Without LMI and Lpt"}. This record does not assert independent reproduction.

### Temp-KN

BLEU: 11.68. Result ID: 698d16048b517eb4331ee5c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62bb1e209131ce9faf12.md>)

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

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