# Rationale Extraction on MovieReview

Source: [Rationale Extraction on MovieReview](<https://www.sota2.com/research/sota/rationale-extraction-on-moviereview>)

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

Data updated: 2026-02-26T05:43:07.767Z

Evaluation of Rationale Extraction performance on the MovieReview dataset, measured using Precision, Recall, and F1 score.

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 | Rationale Extraction |
| Dataset (including any stated split) | MovieReview |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/rationale-extraction-on-moviereview.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/rationale-extraction-on-moviereview.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/rationale-extraction-on-moviereview.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| A2R | 34.9 | Not recorded | 68fa6b151e209131cea2c091 |
| BERT-RNP | 32.2 | Not recorded | 68fa6b151e209131cea2c091 |
| 3PLAYER | 28 | Not recorded | 68fa6b151e209131cea2c091 |
| HARDKUMA | 27 | Not recorded | 68fa6b151e209131cea2c091 |
| RNP | 24.1 | Not recorded | 68fa6b151e209131cea2c091 |
| RNP | 13.9 | Not recorded | 68fa6b151e209131cea2c091 |

### A2R

F1 Score: 34.9. Result ID: 698e53e4ffc3901de09caaac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Implementation](<https://github.com/Gorov/Understanding_Interlocking>)

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

### BERT-RNP

F1 Score: 32.2. Result ID: 698e53e4ffc3901de09caaa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67721e209131cea1655b.md>)

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

### 3PLAYER

F1 Score: 28. Result ID: 698e53e4ffc3901de09caaab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12542.md>)

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

### HARDKUMA

F1 Score: 27. Result ID: 698e53e4ffc3901de09caaa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cc1e209131cea187c2.md>)

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

### RNP

F1 Score: 24.1. Result ID: 698e53e4ffc3901de09caaaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0af88.md>)

Recorded evaluation configuration: {"implementation":"authors' own implementation"}. This record does not assert independent reproduction.

### RNP

F1 Score: 13.9. Result ID: 698e53e4ffc3901de09caaa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b151e209131cea2c091.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0af88.md>)

Recorded evaluation configuration: {"implementation":"published in \[26\]"}. This record does not assert independent reproduction.

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