wikibio is a state-of-the-art machine learning benchmark indexed on Codesota. This page tracks published model results, top scores per metric, and the SOTA timeline for wikibio.
Parent is the reported evaluation metric for wikibio. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.
Higher is better
| Rank | Model | Trust | Score | Year | Links | Fix |
|---|---|---|---|---|---|---|
| 01 | MBD | verified | 56.16 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 02 | SANA | verified | 55.42 | 2021 | Source ↗ | Looks wrong? |
| 03 | Bert-to-Bert | verified | 53.54 | 2021 | Source ↗ | Looks wrong? |
Bleu is the reported evaluation metric for wikibio. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.
Higher is better
| Rank | Model | Trust | Score | Year | Links | Fix |
|---|---|---|---|---|---|---|
| 01 | Accurate Content Copying | verified | 46.87 | 2021 | Source ↗ | Looks wrong? |
| 02 | SANA | verified | 45.78 | 2021 | Source ↗ | Looks wrong? |
| 03 | Bert-to-Bert | verified | 45.62 | 2021 | Source ↗ | Looks wrong? |
| 04 | FA+RL | verified | 45.47 | 2021 | Source ↗ | Looks wrong? |
| 05 | NCP+BTA | verified | 45.46 | 2021 | Source ↗ | Looks wrong? |
| 06 | Field-gating Seq2seq + dual attention | verified | 44.89 | 2017 | Paper ↗Code ↗ | Looks wrong? |
| 07 | Field-gating Seq2seq + dual attention + beam search | verified | 44.71 | 2017 | Paper ↗Code ↗ | Looks wrong? |
| 08 | MBD | verified | 41.56 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 09 | Table NLM | verified | 34.7 | 2016 | Paper ↗Code ↗ | Looks wrong? |
Rouge is the reported evaluation metric for wikibio. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.
Higher is better
| Rank | Model | Trust | Score | Year | Links | Fix |
|---|---|---|---|---|---|---|
| 01 | Accurate Content Copying | verified | 42.28 | 2021 | Source ↗ | Looks wrong? |
| 02 | Field-gating Seq2seq + dual attention + beam search | verified | 41.65 | 2017 | Paper ↗Code ↗ | Looks wrong? |
| 03 | FA+RL | verified | 41.54 | 2021 | Source ↗ | Looks wrong? |
| 04 | Field-gating Seq2seq + dual attention | verified | 41.21 | 2017 | Paper ↗Code ↗ | Looks wrong? |
| 05 | NCP+BTA | verified | 40.31 | 2021 | Source ↗ | Looks wrong? |
| 06 | Table NLM | verified | 25.8 | 2016 | Paper ↗Code ↗ | Looks wrong? |