# Rule-following Reasoning on RuleArena NBA (test)

Source: [Rule-following Reasoning on RuleArena NBA (test)](<https://www.sota2.com/research/sota/rule-following-reasoning-on-rulearena-nba-test>)

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

Data updated: 2026-06-04T07:28:21.227Z

Evaluation of model performance on Rule-following Reasoning using the test split of the RuleArena NBA dataset, 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 | Rule-following Reasoning |
| Dataset (including any stated split) | RuleArena NBA (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/rule-following-reasoning-on-rulearena-nba-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Induced | 74.2 | Not recorded | 6a210685c10484bac23f00f0 |
| Hand | 72.7 | Not recorded | 6a210685c10484bac23f00f0 |
| Program-of-Thoughts | 72.7 | Not recorded | 6a210685c10484bac23f00f0 |
| AWM | 59.1 | Not recorded | 6a210685c10484bac23f00f0 |
| CoT | 48.5 | Not recorded | 6a210685c10484bac23f00f0 |
| ReAct | 30.3 | Not recorded | 6a210685c10484bac23f00f0 |

### Induced

Accuracy: 74.2. Result ID: 6a2128e8fbc373592c1c4d89.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

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

### Hand

Accuracy: 72.7. Result ID: 6a2128e8fbc373592c1c4d86.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

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

### Program-of-Thoughts

Accuracy: 72.7. Result ID: 6a2128e8fbc373592c1c4d88.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f01e209131cea4e2ab.md>)

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

### AWM

Accuracy: 59.1. Result ID: 6a2128e8fbc373592c1c4d87.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74cb1e209131cea63e3b.md>)

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

### CoT

Accuracy: 48.5. Result ID: 6a2128e8fbc373592c1c4d84.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

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

### ReAct

Accuracy: 30.3. Result ID: 6a2128e8fbc373592c1c4d85.

[Reporting paper](<https://www.sota2.com/research/paper/6a210685c10484bac23f00f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

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

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