# General Knowledge on Knowledge Benchmarks (ARC-C, ARC-E, MMLU, GPQA) (test)

Source: [General Knowledge on Knowledge Benchmarks (ARC-C, ARC-E, MMLU, GPQA) (test)](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test>)

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

Data updated: 2026-02-27T10:52:01.256Z

Evaluation of model performance across four key general knowledge benchmarks: ARC Challenge (ARC-C), ARC Easy (ARC-E), MMLU, and GPQA, reported on the test split.

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 | General Knowledge |
| Dataset (including any stated split) | Knowledge Benchmarks (ARC-C, ARC-E, MMLU, GPQA) (test) |
| Metric | ARC-C |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [ARC-C](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test.md?metric=ARC-C>): Higher is better; unit: PERCENT.

- [ARC-E](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test.md?metric=ARC-E>): Higher is better; unit: PERCENT.

- [MMLU](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test.md?metric=MMLU>): Higher is better; unit: PERCENT.

- [GPQA](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test.md?metric=GPQA>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/general-knowledge-on-knowledge-benchmarks-arc-c-arc-e-mmlu-gpqa-test.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ARC-C | Result date | Report paper |
| --- | --- | --- | --- |
| Task Arithmetic | 83.05 | Not recorded | 69647fe953fdd5c36174478b |
| Linear | 80.68 | Not recorded | 69647fe953fdd5c36174478b |
| LED | 80.34 | Not recorded | 69647fe953fdd5c36174478b |
| FuseLLM | 80 | Not recorded | 69647fe953fdd5c36174478b |
| Finance (WiroAI-Finance-Llama-8B) | 79.66 | Not recorded | 69647fe953fdd5c36174478b |
| ReasonAny | 79.32 | Not recorded | 69647fe953fdd5c36174478b |
| DARE | 77.29 | Not recorded | 69647fe953fdd5c36174478b |
| TIES | 73.9 | Not recorded | 69647fe953fdd5c36174478b |
| Reasoning (DeepSeek-R1-Distill-Llama-8B) | 70.85 | Not recorded | 69647fe953fdd5c36174478b |
| Reasoning | 64.75 | Not recorded | 69647fe953fdd5c36174478b |
| ReasonAny | 64.31 | Not recorded | 69647fe953fdd5c36174478b |
| Task Arithmetic | 63.56 | Not recorded | 69647fe953fdd5c36174478b |
| Biomedicine | 60.34 | Not recorded | 69647fe953fdd5c36174478b |
| Linear | 60.34 | Not recorded | 69647fe953fdd5c36174478b |
| LED | 32.54 | Not recorded | 69647fe953fdd5c36174478b |
| TIES | 21.36 | Not recorded | 69647fe953fdd5c36174478b |
| DARE | 17.97 | Not recorded | 69647fe953fdd5c36174478b |
| FuseLLM | 0 | Not recorded | 69647fe953fdd5c36174478b |

### Task Arithmetic

ARC-C: 83.05. Result ID: 69a1774c35dfcabb00e73911.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

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

### Linear

ARC-C: 80.68. Result ID: 69a1774c35dfcabb00e73910.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09f96.md>)

[Implementation](<https://github.com/timgaripov/swa>)

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

### LED

ARC-C: 80.34. Result ID: 69a1774c35dfcabb00e73915.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab11e209131cea84a84.md>)

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

### FuseLLM

ARC-C: 80. Result ID: 69a1774c35dfcabb00e73914.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c62.md>)

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

### Finance (WiroAI-Finance-Llama-8B)

ARC-C: 79.66. Result ID: 69a1774c35dfcabb00e7390e.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

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

### ReasonAny

ARC-C: 79.32. Result ID: 69a1774c35dfcabb00e73916.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

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

### DARE

ARC-C: 77.29. Result ID: 69a1774c35dfcabb00e73913.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d4aa.md>)

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

### TIES

ARC-C: 73.9. Result ID: 69a1774c35dfcabb00e73912.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecd8.md>)

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

### Reasoning (DeepSeek-R1-Distill-Llama-8B)

ARC-C: 70.85. Result ID: 69a1774c35dfcabb00e7390f.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

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

### Reasoning

ARC-C: 64.75. Result ID: 69a1774c35dfcabb00e73717.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Model Type":"Domain Expert (DeepSeek-R1-Distill-Qwen-7B)"}. This record does not assert independent reproduction.

### ReasonAny

ARC-C: 64.31. Result ID: 69a1774c35dfcabb00e7371e.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### Task Arithmetic

ARC-C: 63.56. Result ID: 69a1774c35dfcabb00e73719.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### Biomedicine

ARC-C: 60.34. Result ID: 69a1774c35dfcabb00e73716.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea50896.md>)

Recorded evaluation configuration: {"Model Type":"Domain Expert (Meditron3-Qwen2.5-7B)"}. This record does not assert independent reproduction.

### Linear

ARC-C: 60.34. Result ID: 69a1774c35dfcabb00e73718.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09f96.md>)

[Implementation](<https://github.com/timgaripov/swa>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### LED

ARC-C: 32.54. Result ID: 69a1774c35dfcabb00e7371d.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab11e209131cea84a84.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### TIES

ARC-C: 21.36. Result ID: 69a1774c35dfcabb00e7371a.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecd8.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### DARE

ARC-C: 17.97. Result ID: 69a1774c35dfcabb00e7371b.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d4aa.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

### FuseLLM

ARC-C: 0. Result ID: 69a1774c35dfcabb00e7371c.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe953fdd5c36174478b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c62.md>)

Recorded evaluation configuration: {"Method Class":"Model Merging"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
