# Text Anomaly Detection on MovieReview

Source: [Text Anomaly Detection on MovieReview](<https://www.sota2.com/research/sota/text-anomaly-detection-on-moviereview>)

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

Data updated: 2026-02-26T05:25:41.041Z

Evaluation of Text Anomaly Detection performance on the MovieReview dataset, typically measured using AUPRC.

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 | Text Anomaly Detection |
| Dataset (including any stated split) | MovieReview |
| Metric | AUPRC |
| Unit | SCALAR |
| 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

- [AUPRC](<https://www.sota2.com/research/sota/text-anomaly-detection-on-moviereview.md?metric=AUPRC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| MCA2 | 0.6356 | Not recorded | 69784687a2b28e761d87c4fb |
| RCPMOD | 0.5891 | Not recorded | 69784687a2b28e761d87c4fb |
| MCA2 | 0.4869 | Not recorded | 69784687a2b28e761d87c4fb |
| LUNAR | 0.4303 | Not recorded | 69784687a2b28e761d87c4fb |
| FATE | 0.2655 | Not recorded | 69784687a2b28e761d87c4fb |
| CVDD | 0.1595 | Not recorded | 69784687a2b28e761d87c4fb |
| DATE | 0.1575 | Not recorded | 69784687a2b28e761d87c4fb |

### MCA2

AUPRC: 0.6356. Result ID: 69966f075698665ec4b5f9c5.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

Recorded evaluation configuration: {"View Set":"OpenAIs"}. This record does not assert independent reproduction.

### RCPMOD

AUPRC: 0.5891. Result ID: 69966f075698665ec4b5f9c4.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74861e209131cea622ea.md>)

Recorded evaluation configuration: {"View Set":"OpenAIs"}. This record does not assert independent reproduction.

### MCA2

AUPRC: 0.4869. Result ID: 69966f075698665ec4b5f9c6.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

Recorded evaluation configuration: {"View Set":"Mixed"}. This record does not assert independent reproduction.

### LUNAR

AUPRC: 0.4303. Result ID: 69966f075698665ec4b5f9c3.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e26e.md>)

Recorded evaluation configuration: {"Backbone":"OAI-L"}. This record does not assert independent reproduction.

### FATE

AUPRC: 0.2655. Result ID: 69966f075698665ec4b5f9c2.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4ae42.md>)

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

### CVDD

AUPRC: 0.1595. Result ID: 69966f075698665ec4b5f9c0.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

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

### DATE

AUPRC: 0.1575. Result ID: 69966f075698665ec4b5f9c1.

[Reporting paper](<https://www.sota2.com/research/paper/69784687a2b28e761d87c4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69bc1e209131cea23dd9.md>)

[Implementation](<https://github.com/bit-ml/date>)

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

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