howsumm-method 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 howsumm-method.
Rouge 1 is the reported evaluation metric for howsumm-method. 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 | Oracle-BERT (HowSumm-Method) | verified | 63.2 | 2021 | Source ↗ | Looks wrong? |
| 02 | Oracle-BOW (HowSumm-Method) | verified | 58.9 | 2021 | Source ↗ | Looks wrong? |
| 03 | LexRank (query: method + article + steps titles) | verified | 53.5 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 04 | CES (query: method + article + steps titles) | verified | 52.2 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 05 | GreedyRel (query: method + article + steps titles) | verified | 48.6 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 06 | CES (query: method title) | verified | 48.4 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 07 | CES (query: method + article titles) | verified | 48.3 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 08 | LexRank (query: method title) | verified | 47.7 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 09 | LexRank (query: method + article titles) | verified | 47.1 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 10 | GreedyRel (query: method title) | verified | 43.4 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 11 | GreedyRel (query: method + article titles) | verified | 42.3 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 12 | Random Baseline (HowSumm-Method) | verified | 41.5 | 2021 | Source ↗ | Looks wrong? |