# Multi-label classification on DBLP (Author Citation) 40% (train)

Source: [Multi-label classification on DBLP (Author Citation) 40% (train)](<https://www.sota2.com/research/sota/multi-label-classification-on-dblp-author-citation-40-percent-train>)

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

Data updated: 2026-02-26T05:52:46.316Z

Evaluation of Multi-label Classification performance on the 40% training subset of the DBLP Author Citation dataset, typically measured using Micro-F1 and Macro-F1 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 classification |
| Dataset (including any stated split) | DBLP (Author Citation) 40% (train) |
| Metric | Micro-F1 |
| 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

- [Micro-F1](<https://www.sota2.com/research/sota/multi-label-classification-on-dblp-author-citation-40-percent-train.md?metric=Micro-F1>): Higher is better; unit: PERCENT.

- [Macro-F1](<https://www.sota2.com/research/sota/multi-label-classification-on-dblp-author-citation-40-percent-train.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| LINE(2nd) | 66.04 | Not recorded | 68fa61b61e209131ce9f5953 |
| DeepWalk | 64.81 | Not recorded | 68fa61b61e209131ce9f5953 |
| LINE(2nd) | 63.77 | Not recorded | 68fa61b61e209131ce9f5953 |
| LINE(2nd) | 61.73 | Not recorded | 68fa61b61e209131ce9f5953 |
| LINE(2nd) | 60.78 | Not recorded | 68fa61b61e209131ce9f5953 |
| LINE-SGD(2nd) | 60.2 | Not recorded | 68fa61b61e209131ce9f5953 |
| DeepWalk | 54.75 | Not recorded | 68fa61b61e209131ce9f5953 |

### LINE(2nd)

Micro-F1: 66.04. Result ID: 698bce4d7a967eddb7717aac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"Order":"2nd","Reconstructed Network":true}. This record does not assert independent reproduction.

### DeepWalk

Micro-F1: 64.81. Result ID: 698bce4d7a967eddb7717aa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

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

### LINE(2nd)

Micro-F1: 63.77. Result ID: 698bce4d7a967eddb7717aab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"Order":"2nd","Reconstructed Network":false}. This record does not assert independent reproduction.

### LINE(2nd)

Micro-F1: 61.73. Result ID: 698c664937894ef7d9ce1d98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"Algorithm":"LINE(2nd)","Network Type":"Reconstructed"}. This record does not assert independent reproduction.

### LINE(2nd)

Micro-F1: 60.78. Result ID: 698c664937894ef7d9ce1d97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"Algorithm":"LINE(2nd)","Network Type":"Original"}. This record does not assert independent reproduction.

### LINE-SGD(2nd)

Micro-F1: 60.2. Result ID: 698bce4d7a967eddb7717aaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"Order":"2nd","Optimizer":"SGD"}. This record does not assert independent reproduction.

### DeepWalk

Micro-F1: 54.75. Result ID: 698c664937894ef7d9ce1d96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

Recorded evaluation configuration: {"Algorithm":"DeepWalk","Network Type":"Original"}. This record does not assert independent reproduction.

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