# Mashup Category Judgment on ProgrammableWeb (test)

Source: [Mashup Category Judgment on ProgrammableWeb (test)](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test>)

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

Data updated: 2026-04-20T06:43:48.897Z

Evaluation of model performance on the Mashup Category Judgment task using the test split of the ProgrammableWeb dataset, measured using ranking metrics like Recall@K and NDCG@K.

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 | Mashup Category Judgment |
| Dataset (including any stated split) | ProgrammableWeb (test) |
| Metric | Recall@1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Recall@1](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=Recall%401>): Higher is better; unit: SCALAR.

- [NDCG@1](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=NDCG%401>): Higher is better; unit: SCALAR.

- [Recall@5](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=Recall%405>): Higher is better; unit: SCALAR.

- [NDCG@5](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=NDCG%405>): Higher is better; unit: SCALAR.

- [Recall@10](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=Recall%4010>): Higher is better; unit: SCALAR.

- [NDCG@10](<https://www.sota2.com/research/sota/mashup-category-judgment-on-programmableweb-test.md?metric=NDCG%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| WARBERT(R) | 0.3621 | Not recorded | 68fa7bb01e209131cea89e69 |
| MTFM++ | 0.3384 | Not recorded | 68fa7bb01e209131cea89e69 |
| MTFM | 0.3276 | Not recorded | 68fa7bb01e209131cea89e69 |

### WARBERT(R)

Recall@1: 0.3621. Result ID: 69e5ca9747f34ce924cb5881.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e69.md>)

Recorded evaluation configuration: {"Backbone":"BERT-Tiny","Parameters":"4.4M","Task":"multi-task learning"}. This record does not assert independent reproduction.

### MTFM++

Recall@1: 0.3384. Result ID: 69e5ca9747f34ce924cb5880.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e69.md>)

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

### MTFM

Recall@1: 0.3276. Result ID: 69e5ca9747f34ce924cb587f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e69.md>)

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

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