Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LexRank (query: step title) | 39.6 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 2 | CES (query: step title) | 39.3 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 3 | CES (query: step + method titles) | 38.3 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 4 | LexRank (query: step + method titles) | 38.2 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 5 | CES (query: step + method + article titles) | 37 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 6 | LexRank (query: step + method + article titles) | 36.3 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 7 | GreedyRel (query: step + method titles) | 30.3 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 8 | GreedyRel (query: step title) | 30.1 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 9 | BM25-HierSumm (query: step + method titles) | 23 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 10 | BM25-HierSumm (query: step title) | 22.3 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |
| 11 | BM25-HierSumm (query: step + method + article titles) | 21.9 | No | HowSumm: A Multi-Document Summarization Dataset ... | 2021-10-07 | Code |