Keyphrase Extraction
A classic task to extract salient phrases that best summarize a document, which essentially has two stages: candidate generation and keyphrase ranking.
Papers
No papers found.
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Wiki+RoBERTa | Recall | 73 | — | Unverified |
| 2 | UCPhrase | Recall | 72.9 | — | Unverified |
| 3 | AutoPhrase | Recall | 62.9 | — | Unverified |
| 4 | Spacy | Recall | 59.5 | — | Unverified |
| 5 | PKE | Recall | 57.1 | — | Unverified |
| 6 | TopMine | Recall | 53.3 | — | Unverified |
| 7 | StanfordNLP | Recall | 51.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UCPhrase | Recall | 83.4 | — | Unverified |
| 2 | AutoPhrase | Recall | 77.8 | — | Unverified |
| 3 | Wiki+RoBERTa | Recall | 64.5 | — | Unverified |
| 4 | TopMine | Recall | 63.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Attention-Seeker | F1@10 | 40.14 | — | Unverified |
| 2 | PromptRank | F1@10 | 37.88 | — | Unverified |
| 3 | PatternRank | F1@10 | 30.99 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Attention-Seeker | F1@10 | 18.25 | — | Unverified |
| 2 | PromptRank | F1@10 | 16.71 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PromptRank | F1@10 | 20.13 | — | Unverified |