# Abstract Reasoning on PGM Attribute Pairs (val)

Source: [Abstract Reasoning on PGM Attribute Pairs (val)](<https://www.sota2.com/research/sota/abstract-reasoning-on-pgm-attribute-pairs-val>)

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

Data updated: 2026-02-26T05:28:00.807Z

Evaluation of model performance on the validation split of the PGM Attribute Pairs dataset, focusing on abstract reasoning capabilities measured by accuracy.

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 | Abstract Reasoning |
| Dataset (including any stated split) | PGM Attribute Pairs (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/abstract-reasoning-on-pgm-attribute-pairs-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VAE-WReN | 70.1 | Not recorded | 68fa6af81e209131cea2b6ee |
| Neural Interpreters | 69.5 | Not recorded | 68fa6af81e209131cea2b6ee |
| ViT | 69.4 | Not recorded | 68fa6af81e209131cea2b6ee |
| MXGNet | 68.3 | Not recorded | 68fa6af81e209131cea2b6ee |
| WReN | 46.7 | Not recorded | 68fa6af81e209131cea2b6ee |

### VAE-WReN

Accuracy: 70.1. Result ID: 698e4805ffc3901de09c4b22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65171e209131cea0833c.md>)

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

### Neural Interpreters

Accuracy: 69.5. Result ID: 698e4805ffc3901de09c4b25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

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

### ViT

Accuracy: 69.4. Result ID: 698e4805ffc3901de09c4b24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

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

### MXGNet

Accuracy: 68.3. Result ID: 698e4805ffc3901de09c4b23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cd1e209131cea1885b.md>)

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

### WReN

Accuracy: 46.7. Result ID: 698e4805ffc3901de09c4b21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af81e209131cea2b6ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea0590e.md>)

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

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