# Paired Associative Inference on PAI

Source: [Paired Associative Inference on PAI](<https://www.sota2.com/research/sota/paired-associative-inference-on-pai>)

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

Data updated: 2026-02-26T05:54:51.355Z

Evaluation of model performance on the Paired Associative Inference (PAI) task, measured by percentage correct.

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 | Paired Associative Inference |
| Dataset (including any stated split) | Paired Associative Inference (PAI) |
| Metric | PAI Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [PAI Accuracy](<https://www.sota2.com/research/sota/paired-associative-inference-on-pai.md?metric=PAI%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PAI Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HCAM | 97.5 | Not recorded | 68fa6b5f1e209131cea2dc98 |

### HCAM

PAI Accuracy: 97.5. Result ID: 698e8195ffc3901de09e2bb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc98.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/master/hierarchical_transformer_memory/hierarchical_attention>)

Recorded evaluation configuration: {"Evaluation period":"last 1% of training","Aggregation":"mean over 3 runs"}. This record does not assert independent reproduction.

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