# Keyphrase Extraction on KPTimes

Source: [Keyphrase Extraction on KPTimes](<https://www.sota2.com/research/sota/keyphrase-extraction-on-kptimes>)

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

Data updated: 2026-05-04T09:06:27.469Z

Evaluation of Keyphrase Extraction performance on the KPTimes dataset, measured using F1 scores at cutoffs 5, 10, and 15.

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 | Keyphrase Extraction |
| Dataset (including any stated split) | KPTimes |
| Metric | F1 Score @ 5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [F1 Score @ 5](<https://www.sota2.com/research/sota/keyphrase-extraction-on-kptimes.md?metric=F1%20Score%20%40%205>): Higher is better; unit: PERCENT.

- [F1 Score @ 10](<https://www.sota2.com/research/sota/keyphrase-extraction-on-kptimes.md?metric=F1%20Score%20%40%2010>): Higher is better; unit: PERCENT.

- [F1 Score @ 15](<https://www.sota2.com/research/sota/keyphrase-extraction-on-kptimes.md?metric=F1%20Score%20%40%2015>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score @ 5 | Result date | Report paper |
| --- | --- | --- | --- |
| MUDY | 18 | Not recorded | 69f827e2c0f56ed8430888ab |
| PromptRank | 14.3 | Not recorded | 69f827e2c0f56ed8430888ab |
| AttentionSeeker | 8.71 | Not recorded | 69f827e2c0f56ed8430888ab |

### MUDY

F1 Score @ 5: 18. Result ID: 69f8619247f34ce924dc4d82.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e2c0f56ed8430888ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827e2c0f56ed8430888ab.md>)

Recorded evaluation configuration: {"Backbone":"T5"}. This record does not assert independent reproduction.

### PromptRank

F1 Score @ 5: 14.3. Result ID: 69f8619247f34ce924dc4d81.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e2c0f56ed8430888ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f541e209131cea45155.md>)

[Implementation](<https://www.sota2.com/this%20url>)

Recorded evaluation configuration: {"Backbone":"T5"}. This record does not assert independent reproduction.

### AttentionSeeker

F1 Score @ 5: 8.71. Result ID: 69f8619247f34ce924dc4d80.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e2c0f56ed8430888ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6bead.md>)

[Implementation](<https://github.com/EruM16/Attention-Seeker>)

Recorded evaluation configuration: {"Backbone":"Llama3"}. This record does not assert independent reproduction.

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