# Chinese poem generation on Chinese quatrains corpus (test)

Source: [Chinese poem generation on Chinese quatrains corpus (test)](<https://www.sota2.com/research/sota/chinese-poem-generation-on-chinese-quatrains-corpus-test>)

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

Data updated: 2026-02-26T05:46:43.159Z

Evaluation of Chinese poem generation models using the test split of the Chinese quatrains corpus, measured by human evaluation and BLEU-2 score.

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 | Chinese poem generation |
| Dataset (including any stated split) | Chinese quatrains corpus (test) |
| Metric | Human Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Human Score](<https://www.sota2.com/research/sota/chinese-poem-generation-on-chinese-quatrains-corpus-test.md?metric=Human%20Score>): Higher is better; unit: PERCENT.

- [BLEU-2](<https://www.sota2.com/research/sota/chinese-poem-generation-on-chinese-quatrains-corpus-test.md?metric=BLEU-2>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Human Score | Result date | Report paper |
| --- | --- | --- | --- |
| Real data | 60.11 | Not recorded | 68fa63a01e209131ce9ffd47 |
| SeqGAN | 53.56 | Not recorded | 68fa63a01e209131ce9ffd47 |
| MLE | 41.65 | Not recorded | 68fa63a01e209131ce9ffd47 |
| Human-written | 6.69 | Not recorded | 68fa64481e209131cea03b4c |
| RankGAN | 4.52 | Not recorded | 68fa64481e209131cea03b4c |
| SeqGAN | 3.58 | Not recorded | 68fa64481e209131cea03b4c |

### Real data

Human Score: 60.11. Result ID: 698bfdc0f729bc7f68e75f04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd47.md>)

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

### SeqGAN

Human Score: 53.56. Result ID: 698bfdc0f729bc7f68e75f03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd47.md>)

[Implementation](<https://github.com/LantaoYu/SeqGAN>)

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

### MLE

Human Score: 41.65. Result ID: 698bfdc0f729bc7f68e75f02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd47.md>)

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

### Human-written

Human Score: 6.69. Result ID: 698c2a65112aeb9460efe5ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b4c.md>)

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

### RankGAN

Human Score: 4.52. Result ID: 698c2a65112aeb9460efe5ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b4c.md>)

[Implementation](<https://github.com/LantaoYu/SeqGAN>)

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

### SeqGAN

Human Score: 3.58. Result ID: 698c2a65112aeb9460efe5eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd47.md>)

[Implementation](<https://github.com/LantaoYu/SeqGAN>)

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

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