# Artist Influence Prediction on WIB-100 balanced

Source: [Artist Influence Prediction on WIB-100 balanced](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced>)

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

Data updated: 2026-04-10T07:18:43.475Z

Evaluation of Artist Influence Prediction performance on the WIB-100 balanced dataset, measured using Precision, Recall, Specificity, F1pos, Macro-F1, MCC, and ROC-AUC.

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 | Artist Influence Prediction |
| Dataset (including any stated split) | WIB-100 balanced |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Precision](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [F1pos](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=F1pos>): Higher is better; unit: PERCENT.

- [Macro-F1](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

- [MCC](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=MCC>): Higher is better; unit: SCALAR.

- [ROC-AUC](<https://www.sota2.com/research/sota/artist-influence-prediction-on-wib-100-balanced.md?metric=ROC-AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| M-ArtAgent | 81.5 | Not recorded | 69d884157d0172140ec77a4e |
| GalleryGPT | 65.1 | Not recorded | 69d884157d0172140ec77a4e |
| ComplEx (Text+Vis) | 62.1 | Not recorded | 69d884157d0172140ec77a4e |
| LLM + Simple CoT | 61.5 | Not recorded | 69d884157d0172140ec77a4e |
| LLM Zero-Shot | 59.5 | Not recorded | 69d884157d0172140ec77a4e |
| WP-CLIP | 56.8 | Not recorded | 69d884157d0172140ec77a4e |
| TransE (DeepWalk) | 56.3 | Not recorded | 69d884157d0172140ec77a4e |
| CLIP-Art | 55.1 | Not recorded | 69d884157d0172140ec77a4e |
| Siamese Art | 52.4 | Not recorded | 69d884157d0172140ec77a4e |
| Always-YES Baseline | 50 | Not recorded | 69d884157d0172140ec77a4e |

### M-ArtAgent

Precision: 81.5. Result ID: 69d8a42347f34ce924c1150f.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

Recorded evaluation configuration: {"Type":"Agent"}. This record does not assert independent reproduction.

### GalleryGPT

Precision: 65.1. Result ID: 69d8a42347f34ce924c11510.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744f1e209131cea60f40.md>)

Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction.

### ComplEx (Text+Vis)

Precision: 62.1. Result ID: 69d8a42347f34ce924c11511.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"Type":"KG"}. This record does not assert independent reproduction.

### LLM + Simple CoT

Precision: 61.5. Result ID: 69d8a42347f34ce924c11512.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Type":"LLM"}. This record does not assert independent reproduction.

### LLM Zero-Shot

Precision: 59.5. Result ID: 69d8a42347f34ce924c11513.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4017d.md>)

[Implementation](<https://github.com/kojima-takeshi188/zero_shot_cot>)

Recorded evaluation configuration: {"Type":"LLM"}. This record does not assert independent reproduction.

### WP-CLIP

Precision: 56.8. Result ID: 69d8a42347f34ce924c11514.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

Recorded evaluation configuration: {"Type":"CLIP"}. This record does not assert independent reproduction.

### TransE (DeepWalk)

Precision: 56.3. Result ID: 69d8a42347f34ce924c11515.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

Recorded evaluation configuration: {"Type":"KG"}. This record does not assert independent reproduction.

### CLIP-Art

Precision: 55.1. Result ID: 69d8a42347f34ce924c11516.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c50.md>)

Recorded evaluation configuration: {"Type":"CLIP"}. This record does not assert independent reproduction.

### Siamese Art

Precision: 52.4. Result ID: 69d8a42347f34ce924c11517.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

Recorded evaluation configuration: {"Type":"Metric"}. This record does not assert independent reproduction.

### Always-YES Baseline

Precision: 50. Result ID: 69d8a42347f34ce924c11518.

[Reporting paper](<https://www.sota2.com/research/paper/69d884157d0172140ec77a4e.md>)

Recorded evaluation configuration: {"Type":"—"}. This record does not assert independent reproduction.

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