# General LLM Evaluation on Instruction-Following, Mathematics, and Commonsense Reasoning Combined

Source: [General LLM Evaluation on Instruction-Following, Mathematics, and Commonsense Reasoning Combined](<https://www.sota2.com/research/sota/general-llm-evaluation-on-instruction-following-mathematics-and-commonsense-reasoning-combined>)

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

Data updated: 2026-03-12T08:13:49.473Z

A comprehensive evaluation suite measuring general LLM performance across instruction following, mathematical problem-solving, and commonsense reasoning capabilities, summarized by an average 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 | General LLM Evaluation |
| Dataset (including any stated split) | Instruction-Following, Mathematics, and Commonsense Reasoning Combined |
| Metric | Average Score |
| 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

- [Average Score](<https://www.sota2.com/research/sota/general-llm-evaluation-on-instruction-following-mathematics-and-commonsense-reasoning-combined.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5 7B-PC | 57 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 3.1 8B-PC | 56 | Not recorded | 68fa78b81e209131cea7a080 |
| Olmo 3 7B-PC | 55 | Not recorded | 68fa78b81e209131cea7a080 |
| Llama 3.1 8B-PC | 54 | Not recorded | 68fa78b81e209131cea7a080 |
| Qwen2.5 7B-NL | 53 | Not recorded | 68fa78b81e209131cea7a080 |
| Olmo 3 7B-NL | 50 | Not recorded | 68fa78b81e209131cea7a080 |
| Mistral 7B v0.3-PC | 48 | Not recorded | 68fa78b81e209131cea7a080 |
| Qwen2.5 7B-CP | 47 | Not recorded | 68fa78b81e209131cea7a080 |
| Llama 3.1 8B-NL | 45 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 8B Code-PC | 43 | Not recorded | 68fa78b81e209131cea7a080 |
| Olmo 3 7B-CP | 39 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 3.1 8B-CP | 37 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 8B Code-NL | 36 | Not recorded | 68fa78b81e209131cea7a080 |
| Mistral 7B v0.3-NL | 35 | Not recorded | 68fa78b81e209131cea7a080 |
| Llama 3.1 8B-CP | 34 | Not recorded | 68fa78b81e209131cea7a080 |
| Mistral 7B v0.3-CP | 33 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 8B Code-CP | 29 | Not recorded | 68fa78b81e209131cea7a080 |
| Granite 3.1 8B-NL | 26 | Not recorded | 68fa78b81e209131cea7a080 |

### Qwen2.5 7B-PC

Average Score: 57. Result ID: 69b274836dbb7075b95cebf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5 7B","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 3.1 8B-PC

Average Score: 56. Result ID: 69b274836dbb7075b95cebfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Granite 3.1 8B","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Olmo 3 7B-PC

Average Score: 55. Result ID: 69b274836dbb7075b95cebff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Olmo 3 7B","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Llama 3.1 8B-PC

Average Score: 54. Result ID: 69b274836dbb7075b95cebf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1 8B","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Qwen2.5 7B-NL

Average Score: 53. Result ID: 69b274836dbb7075b95cebf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5 7B","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Olmo 3 7B-NL

Average Score: 50. Result ID: 69b274836dbb7075b95cebfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Olmo 3 7B","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Mistral 7B v0.3-PC

Average Score: 48. Result ID: 69b274836dbb7075b95cebf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Mistral 7B v0.3","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Qwen2.5 7B-CP

Average Score: 47. Result ID: 69b274836dbb7075b95cebf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5 7B","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Llama 3.1 8B-NL

Average Score: 45. Result ID: 69b274836dbb7075b95cebef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1 8B","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 8B Code-PC

Average Score: 43. Result ID: 69b274836dbb7075b95cebf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Granite 8B Code","Strategy":"Pseudo-code tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Olmo 3 7B-CP

Average Score: 39. Result ID: 69b274836dbb7075b95cebfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Olmo 3 7B","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 3.1 8B-CP

Average Score: 37. Result ID: 69b274836dbb7075b95cebfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Granite 3.1 8B","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 8B Code-NL

Average Score: 36. Result ID: 69b274836dbb7075b95cebf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Granite 8B Code","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Mistral 7B v0.3-NL

Average Score: 35. Result ID: 69b274836dbb7075b95cebf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Mistral 7B v0.3","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Llama 3.1 8B-CP

Average Score: 34. Result ID: 69b274836dbb7075b95cebee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1 8B","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Mistral 7B v0.3-CP

Average Score: 33. Result ID: 69b274836dbb7075b95cebf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Mistral 7B v0.3","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 8B Code-CP

Average Score: 29. Result ID: 69b274836dbb7075b95cebf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64e24.md>)

Recorded evaluation configuration: {"Backbone":"Granite 8B Code","Strategy":"Code-Prompted","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

### Granite 3.1 8B-NL

Average Score: 26. Result ID: 69b274836dbb7075b95cebfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b81e209131cea7a080.md>)

Recorded evaluation configuration: {"Backbone":"Granite 3.1 8B","Strategy":"NL-tuned","Zero-shot":"true","Greedy decoding":"true"}. This record does not assert independent reproduction.

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