# MPE Tag offline (Expert)

Source: [MPE Tag offline (Expert)](<https://www.sota2.com/research/sota/mpe-tag-offline-expert>)

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

Data updated: 2026-02-26T05:35:49.547Z

Evaluation of tagging performance on the MPE Tag offline (Expert) dataset, measured by average 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 | Tag |
| Dataset (including any stated split) | MPE Tag offline (Expert) |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Average Score](<https://www.sota2.com/research/sota/mpe-tag-offline-expert.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| MADIFF-C | 1.676 | Not recorded | 68fa76691e209131cea6ccc6 |
| MADIFF-D | 1.209 | Not recorded | 68fa76691e209131cea6ccc6 |
| OMAR | 1.162 | Not recorded | 68fa76691e209131cea6ccc6 |
| MA-TD3+BC | 1.152 | Not recorded | 68fa76691e209131cea6ccc6 |
| MA-ICQ | 1.13 | Not recorded | 68fa76691e209131cea6ccc6 |
| MA-CQL | 0.939 | Not recorded | 68fa76691e209131cea6ccc6 |
| BC | 0.4 | Not recorded | 68fa76691e209131cea6ccc6 |

### MADIFF-C

Average Score: 1.676. Result ID: 69941e543a6c3148491b306c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### MADIFF-D

Average Score: 1.209. Result ID: 69941e543a6c3148491b306b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### OMAR

Average Score: 1.162. Result ID: 69941e543a6c3148491b306a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c78.md>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### MA-TD3+BC

Average Score: 1.152. Result ID: 69941e543a6c3148491b3068.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2df4f.md>)

[Implementation](<https://github.com/sfujim/TD3_BC>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### MA-ICQ

Average Score: 1.13. Result ID: 69941e543a6c3148491b3067.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b1b1e209131cea2c460.md>)

[Implementation](<https://github.com/YiqinYang/ICQ>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### MA-CQL

Average Score: 0.939. Result ID: 69941e543a6c3148491b3069.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682a1e209131cea1a6c2.md>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

### BC

Average Score: 0.4. Result ID: 69941e543a6c3148491b3066.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccc6.md>)

Recorded evaluation configuration: {"dataset quality":"Expert"}. This record does not assert independent reproduction.

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