# Multi-label Text Classification on RMSC V2 (test)

Source: [Multi-label Text Classification on RMSC V2 (test)](<https://www.sota2.com/research/sota/multi-label-text-classification-on-rmsc-v2-test>)

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

Data updated: 2026-02-26T05:54:04.670Z

Evaluation of Multi-label Text Classification performance on the test split of the RMSC V2 dataset, measured using OE, HL, MacroF1, and MicroF1 scores.

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 | Multi-label Text Classification |
| Dataset (including any stated split) | RMSC V2 (test) |
| Metric | OE |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [OE](<https://www.sota2.com/research/sota/multi-label-text-classification-on-rmsc-v2-test.md?metric=OE>): Higher is better; unit: PERCENT.

- [HL](<https://www.sota2.com/research/sota/multi-label-text-classification-on-rmsc-v2-test.md?metric=HL>): Lower is better; unit: SCALAR.

- [MacroF1](<https://www.sota2.com/research/sota/multi-label-text-classification-on-rmsc-v2-test.md?metric=MacroF1>): Higher is better; unit: PERCENT.

- [MicroF1](<https://www.sota2.com/research/sota/multi-label-text-classification-on-rmsc-v2-test.md?metric=MicroF1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OE | Result date | Report paper |
| --- | --- | --- | --- |
| BR | 74.4 | Not recorded | 68fa68271e209131cea1a4fe |
| CC | 67.5 | Not recorded | 68fa68271e209131cea1a4fe |
| LP | 56.2 | Not recorded | 68fa68271e209131cea1a4fe |
| LSTM | 24.24 | Not recorded | 68fa68271e209131cea1a4fe |
| CNN | 23.84 | Not recorded | 68fa68271e209131cea1a4fe |
| HAN | 18.26 | Not recorded | 68fa68271e209131cea1a4fe |
| HAN-LG | 17.6 | Not recorded | 68fa68271e209131cea1a4fe |
| LW-LSTM | 17.53 | Not recorded | 68fa68271e209131cea1a4fe |
| LW-LSTM | 17.53 | Not recorded | 68fa68271e209131cea1a4fe |
| LW-LSTM | 16.67 | Not recorded | 68fa68271e209131cea1a4fe |
| HLW-LSTM | 15.27 | Not recorded | 68fa68271e209131cea1a4fe |
| HLW-LSTM | 14.94 | Not recorded | 68fa68271e209131cea1a4fe |
| HLW-LSTM | 14.54 | Not recorded | 68fa68271e209131cea1a4fe |

### BR

OE: 74.4. Result ID: 698d5d2a8b517eb43320f0ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CC

OE: 67.5. Result ID: 698d5d2a8b517eb43320f0ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LP

OE: 56.2. Result ID: 698d5d2a8b517eb43320f0f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LSTM

OE: 24.24. Result ID: 698d5d2a8b517eb43320f0f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CNN

OE: 23.84. Result ID: 698d5d2a8b517eb43320f0f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617c1e209131ce9f4631.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HAN

OE: 18.26. Result ID: 698d5d2a8b517eb43320f0f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HAN-LG

OE: 17.6. Result ID: 698d5d2a8b517eb43320f0f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64ba1e209131cea0614b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LW-LSTM

OE: 17.53. Result ID: 698d5d2a8b517eb43320f0f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"PT"}. This record does not assert independent reproduction.

### LW-LSTM

OE: 17.53. Result ID: 698d5d2a8b517eb43320f0f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"FT"}. This record does not assert independent reproduction.

### LW-LSTM

OE: 16.67. Result ID: 698d5d2a8b517eb43320f0f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"standard"}. This record does not assert independent reproduction.

### HLW-LSTM

OE: 15.27. Result ID: 698d5d2a8b517eb43320f0f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"PT"}. This record does not assert independent reproduction.

### HLW-LSTM

OE: 14.94. Result ID: 698d5d2a8b517eb43320f0f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"standard"}. This record does not assert independent reproduction.

### HLW-LSTM

OE: 14.54. Result ID: 698d5d2a8b517eb43320f0fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68271e209131cea1a4fe.md>)

[Implementation](<https://github.com/laddie132/LW-PT>)

Recorded evaluation configuration: {"training\_protocol":"FT"}. This record does not assert independent reproduction.

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