# Commonsense Reasoning on XCSQA

Source: [Commonsense Reasoning on XCSQA](<https://www.sota2.com/research/sota/commonsense-reasoning-on-xcsqa>)

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

Data updated: 2026-03-06T07:48:31.031Z

Evaluation of model performance on commonsense reasoning using the XCSQA dataset, reporting CLCall, AEN, and A¬EN scores.

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 | Commonsense reasoning |
| Dataset (including any stated split) | XCSQA |
| Metric | CLCall Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [CLCall Score](<https://www.sota2.com/research/sota/commonsense-reasoning-on-xcsqa.md?metric=CLCall%20Score>): Higher is better; unit: SCALAR.

- [AEN Score](<https://www.sota2.com/research/sota/commonsense-reasoning-on-xcsqa.md?metric=AEN%20Score>): Higher is better; unit: SCALAR.

- [A¬EN Score](<https://www.sota2.com/research/sota/commonsense-reasoning-on-xcsqa.md?metric=A%C2%ACEN%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLCall Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-14B | 64.6 | Not recorded | 69aa5f652d603e6de3e41703 |
| Aya-Expanse-8B | 62.6 | Not recorded | 69aa5f652d603e6de3e41703 |
| Qwen3-14B | 61.9 | Not recorded | 69aa5f652d603e6de3e41703 |
| Llama3.1-8B | 60.2 | Not recorded | 69aa5f652d603e6de3e41703 |
| Gemma3-12B-pt | 58.3 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 9.1 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 7.1 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 6.8 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 6.4 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 4.6 | Not recorded | 69aa5f652d603e6de3e41703 |

### Qwen2.5-14B

CLCall Score: 64.6. Result ID: 69aa85ec6dbb7075b954041a.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction.

### Aya-Expanse-8B

CLCall Score: 62.6. Result ID: 69aa85ec6dbb7075b9540420.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72211e209131cea54b01.md>)

Recorded evaluation configuration: {"Model":"Aya-Expanse-8B"}. This record does not assert independent reproduction.

### Qwen3-14B

CLCall Score: 61.9. Result ID: 69aa85ec6dbb7075b954041e.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Model":"Qwen3-14B"}. This record does not assert independent reproduction.

### Llama3.1-8B

CLCall Score: 60.2. Result ID: 69aa85ec6dbb7075b9540422.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Model":"Llama3.1-8B"}. This record does not assert independent reproduction.

### Gemma3-12B-pt

CLCall Score: 58.3. Result ID: 69aa85ec6dbb7075b954041c.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"Model":"Gemma3-12B-pt"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 9.1. Result ID: 69aa85ec6dbb7075b9540423.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 7.1. Result ID: 69aa85ec6dbb7075b954041f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-14B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 6.8. Result ID: 69aa85ec6dbb7075b954041b.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-14B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 6.4. Result ID: 69aa85ec6dbb7075b9540421.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Aya-Expanse-8B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 4.6. Result ID: 69aa85ec6dbb7075b954041d.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B-pt"}. This record does not assert independent reproduction.

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