# Attribute Extraction on Movie-Music Music

Source: [Attribute Extraction on Movie-Music Music](<https://www.sota2.com/research/sota/attribute-extraction-on-movie-music-music>)

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

Data updated: 2026-02-26T05:43:08.399Z

Evaluation of Attribute Extraction performance on the Movie-Music Music dataset, typically 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 | Attribute Extraction |
| Dataset (including any stated split) | Movie-Music Music |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/attribute-extraction-on-movie-music-music.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DOM-LM | 71.5 | Not recorded | 68fa6ba21e209131cea2f72c |
| ROBERTa-Structural | 69.4 | Not recorded | 68fa6ba21e209131cea2f72c |
| ROBERTa-Base | 66.8 | Not recorded | 68fa6ba21e209131cea2f72c |
| DOM-LM | 52.6 | Not recorded | 68fa6ba21e209131cea2f72c |
| ROBERTa-Base | 48.4 | Not recorded | 68fa6ba21e209131cea2f72c |
| ROBERTa-Structural | 47.6 | Not recorded | 68fa6ba21e209131cea2f72c |
| SimpDOM | 25.2 | Not recorded | 68fa6ba21e209131cea2f72c |
| SimpDOM | 19.8 | Not recorded | 68fa6ba21e209131cea2f72c |

### DOM-LM

F1 Score: 71.5. Result ID: 698e9b26ffc3901de09f14ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

Recorded evaluation configuration: {"Shot Type":"Few-shot"}. This record does not assert independent reproduction.

### ROBERTa-Structural

F1 Score: 69.4. Result ID: 698e9b26ffc3901de09f14a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Shot Type":"Few-shot"}. This record does not assert independent reproduction.

### ROBERTa-Base

F1 Score: 66.8. Result ID: 698e9b26ffc3901de09f14a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Shot Type":"Few-shot"}. This record does not assert independent reproduction.

### DOM-LM

F1 Score: 52.6. Result ID: 698e9b26ffc3901de09f14ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

Recorded evaluation configuration: {"Shot Type":"Zero-shot"}. This record does not assert independent reproduction.

### ROBERTa-Base

F1 Score: 48.4. Result ID: 698e9b26ffc3901de09f14a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Shot Type":"Zero-shot"}. This record does not assert independent reproduction.

### ROBERTa-Structural

F1 Score: 47.6. Result ID: 698e9b26ffc3901de09f14aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Shot Type":"Zero-shot"}. This record does not assert independent reproduction.

### SimpDOM

F1 Score: 25.2. Result ID: 698e9b26ffc3901de09f14a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69121e209131cea20077.md>)

Recorded evaluation configuration: {"Shot Type":"Few-shot"}. This record does not assert independent reproduction.

### SimpDOM

F1 Score: 19.8. Result ID: 698e9b26ffc3901de09f14a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69121e209131cea20077.md>)

Recorded evaluation configuration: {"Shot Type":"Zero-shot"}. This record does not assert independent reproduction.

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