# Poetry Matching on CCPM

Source: [Poetry Matching on CCPM](<https://www.sota2.com/research/sota/poetry-matching-on-ccpm>)

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

Data updated: 2026-04-02T09:43:28.388Z

Evaluation of Poetry Matching performance on the CCPM dataset, measured using F1 score.

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 | Poetry Matching |
| Dataset (including any stated split) | CCPM |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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](<https://www.sota2.com/research/sota/poetry-matching-on-ccpm.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SyCo | 81.37 | Not recorded | 69cdf8400636e5bf4afcccaf |
| ATTEMPT | 78.21 | Not recorded | 69cdf8400636e5bf4afcccaf |
| POEM+TA-LoRA | 78.15 | Not recorded | 69cdf8400636e5bf4afcccaf |
| T^2ARD+TA-LoRA | 78.09 | Not recorded | 69cdf8400636e5bf4afcccaf |
| T^2ARD | 76.99 | Not recorded | 69cdf8400636e5bf4afcccaf |
| ClusT3+ATTEMPT | 75.76 | Not recorded | 69cdf8400636e5bf4afcccaf |
| POEM+MPT | 74.91 | Not recorded | 69cdf8400636e5bf4afcccaf |
| MPT | 74.76 | Not recorded | 69cdf8400636e5bf4afcccaf |
| T^2ARD+MPT | 74.44 | Not recorded | 69cdf8400636e5bf4afcccaf |
| TA-LoRA | 74.32 | Not recorded | 69cdf8400636e5bf4afcccaf |
| ClusT3 | 72.81 | Not recorded | 69cdf8400636e5bf4afcccaf |
| TENT | 72.58 | Not recorded | 69cdf8400636e5bf4afcccaf |
| FOA | 72.17 | Not recorded | 69cdf8400636e5bf4afcccaf |
| TENT+SPoT | 71.97 | Not recorded | 69cdf8400636e5bf4afcccaf |
| SPoT | 71.55 | Not recorded | 69cdf8400636e5bf4afcccaf |
| POEM | 71.09 | Not recorded | 69cdf8400636e5bf4afcccaf |
| PT | 70.59 | Not recorded | 69cdf8400636e5bf4afcccaf |

### SyCo

F1 Score: 81.37. Result ID: 69ce3a2747f34ce924b7c8d0.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### ATTEMPT

F1 Score: 78.21. Result ID: 69ce3a2747f34ce924b7c8c7.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e221e209131cea3e0f3.md>)

Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction.

### POEM+TA-LoRA

F1 Score: 78.15. Result ID: 69ce3a2747f34ce924b7c8ce.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### T^2ARD+TA-LoRA

F1 Score: 78.09. Result ID: 69ce3a2747f34ce924b7c8cf.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### T^2ARD

F1 Score: 76.99. Result ID: 69ce3a2747f34ce924b7c8c5.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction.

### ClusT3+ATTEMPT

F1 Score: 75.76. Result ID: 69ce3a2747f34ce924b7c8cb.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### POEM+MPT

F1 Score: 74.91. Result ID: 69ce3a2747f34ce924b7c8cc.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### MPT

F1 Score: 74.76. Result ID: 69ce3a2747f34ce924b7c8c8.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb51e209131cea41a8d.md>)

Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction.

### T^2ARD+MPT

F1 Score: 74.44. Result ID: 69ce3a2747f34ce924b7c8cd.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### TA-LoRA

F1 Score: 74.32. Result ID: 69ce3a2747f34ce924b7c8c9.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78601e209131cea78125.md>)

Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction.

### ClusT3

F1 Score: 72.81. Result ID: 69ce3a2747f34ce924b7c8c2.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd71.md>)

Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction.

### TENT

F1 Score: 72.58. Result ID: 69ce3a2747f34ce924b7c8c1.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction.

### FOA

F1 Score: 72.17. Result ID: 69ce3a2747f34ce924b7c8c3.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4c4.md>)

Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction.

### TENT+SPoT

F1 Score: 71.97. Result ID: 69ce3a2747f34ce924b7c8ca.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction.

### SPoT

F1 Score: 71.55. Result ID: 69ce3a2747f34ce924b7c8c6.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31722.md>)

[Implementation](<https://github.com/google-research/prompt-tuning/tree/main/prompt_tuning/spot>)

Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction.

### POEM

F1 Score: 71.09. Result ID: 69ce3a2747f34ce924b7c8c4.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d56b.md>)

Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction.

### PT

F1 Score: 70.59. Result ID: 69ce3a2747f34ce924b7c8c0.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fe0e.md>)

Recorded evaluation configuration: {"Paradigm":"Vanilla"}. This record does not assert independent reproduction.

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