# Rationale Extraction on BeerAdvocate Appearance aspect standard (test)

Source: [Rationale Extraction on BeerAdvocate Appearance aspect standard (test)](<https://www.sota2.com/research/sota/rationale-extraction-on-beeradvocate-appearance-aspect-standard-test>)

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

Data updated: 2026-02-26T05:28:01.655Z

Evaluation of Rationale Extraction performance on the test split of the BeerAdvocate Appearance aspect standard dataset, typically measured using Accuracy, 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) | BeerAdvocate Appearance aspect standard (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/rationale-extraction-on-beeradvocate-appearance-aspect-standard-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| A2R | 86.3 | Not recorded | 68fa6b151e209131cea2c091 |
| HardKuma | 86 | Not recorded | 68fa6b151e209131cea2c091 |
| 3PLAYER | 85.8 | Not recorded | 68fa6b151e209131cea2c091 |
| RNP | 85.7 | Not recorded | 68fa6b151e209131cea2c091 |

### A2R

Accuracy: 86.3. Result ID: 698e53e4ffc3901de09caa9e.

[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.

### HardKuma

Accuracy: 86. Result ID: 698e53e4ffc3901de09caa9b.

[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.

### 3PLAYER

Accuracy: 85.8. Result ID: 698e53e4ffc3901de09caa9d.

[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.

### RNP

Accuracy: 85.7. Result ID: 698e53e4ffc3901de09caa9c.

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

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

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

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