# Logic-heavy Reasoning on CRASS

Source: [Logic-heavy Reasoning on CRASS](<https://www.sota2.com/research/sota/logic-heavy-reasoning-on-crass>)

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

Data updated: 2026-05-19T12:05:36.900Z

Evaluation of model performance on the Logic-heavy Reasoning task using the CRASS dataset, measured by 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 | Logic-heavy Reasoning |
| Dataset (including any stated split) | CRASS |
| Metric | 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

- [Score](<https://www.sota2.com/research/sota/logic-heavy-reasoning-on-crass.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| FedSDR | 56.22 | Not recorded | 6a0beecfdbc836b87d82c6fd |
| Dual Upload | 56.2 | Not recorded | 6a0beecfdbc836b87d82c6fd |
| FedSD | 55.28 | Not recorded | 6a0beecfdbc836b87d82c6fd |
| Distill Rect | 53.28 | Not recorded | 6a0beecfdbc836b87d82c6fd |
| Baseline(FedAvg) | 50.93 | Not recorded | 6a0beecfdbc836b87d82c6fd |
| Dual-LoRA(FedDPA) | 49.69 | Not recorded | 6a0beecfdbc836b87d82c6fd |

### FedSDR

Score: 56.22. Result ID: 6a0c520bfbc373592c039e8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

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

### Dual Upload

Score: 56.2. Result ID: 6a0c520bfbc373592c039e8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

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

### FedSD

Score: 55.28. Result ID: 6a0c520bfbc373592c039e8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

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

### Distill Rect

Score: 53.28. Result ID: 6a0c520bfbc373592c039e8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

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

### Baseline(FedAvg)

Score: 50.93. Result ID: 6a0c520bfbc373592c039e89.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

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

### Dual-LoRA(FedDPA)

Score: 49.69. Result ID: 6a0c520bfbc373592c039e8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beecfdbc836b87d82c6fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75fe1e209131cea6acc4.md>)

[Implementation](<https://github.com/Lydia-yang/FedDPA>)

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

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