# Verifiable Instruction Following on IFEval (test)

Source: [Verifiable Instruction Following on IFEval (test)](<https://www.sota2.com/research/sota/verifiable-instruction-following-on-ifeval-test>)

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

Data updated: 2026-02-26T05:59:01.588Z

Evaluation of model performance on Verifiable Instruction Following using the test split of the IFEval dataset.

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 | Verifiable Instruction Following |
| Dataset (including any stated split) | IFEval (test) |
| Metric | Prompt Loose Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Prompt Loose Accuracy](<https://www.sota2.com/research/sota/verifiable-instruction-following-on-ifeval-test.md?metric=Prompt%20Loose%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Prompt Loose Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LLAMA-3.1-TULU-3-8B-DPO | 75.23 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-7B-INSTRUCT | 73.01 | Not recorded | 6944dc1f423ea42265729bf8 |
| LLAMA-3.1-8B-INSTRUCT | 71.72 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA-LEADER | 71.71 | Not recorded | 6944dc1f423ea42265729bf8 |
| GEMMA-2-9B-IT | 71.53 | Not recorded | 6944dc1f423ea42265729bf8 |
| LLAMA-3.1-TULU-3-8B-SFT | 67.46 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA-FOLLOWER | 61.92 | Not recorded | 6944dc1f423ea42265729bf8 |

### LLAMA-3.1-TULU-3-8B-DPO

Prompt Loose Accuracy: 75.23. Result ID: 699952975698665ec4bd687a.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78121e209131cea76a04.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1-8B","Fine-tuning":"DPO"}. This record does not assert independent reproduction.

### QWEN2.5-7B-INSTRUCT

Prompt Loose Accuracy: 73.01. Result ID: 699952975698665ec4bd687b.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

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

Recorded evaluation configuration: {"Model Size":"7B","Type":"Instruct"}. This record does not assert independent reproduction.

### LLAMA-3.1-8B-INSTRUCT

Prompt Loose Accuracy: 71.72. Result ID: 699952975698665ec4bd687c.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Model Size":"8B","Type":"Instruct"}. This record does not assert independent reproduction.

### STACKELBERGGDA-LEADER

Prompt Loose Accuracy: 71.71. Result ID: 699952975698665ec4bd6879.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Role":"Leader"}. This record does not assert independent reproduction.

### GEMMA-2-9B-IT

Prompt Loose Accuracy: 71.53. Result ID: 699952975698665ec4bd6877.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Model Size":"9B","Type":"Instruct"}. This record does not assert independent reproduction.

### LLAMA-3.1-TULU-3-8B-SFT

Prompt Loose Accuracy: 67.46. Result ID: 699952975698665ec4bd687d.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78121e209131cea76a04.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1-8B","Fine-tuning":"SFT"}. This record does not assert independent reproduction.

### STACKELBERGGDA-FOLLOWER

Prompt Loose Accuracy: 61.92. Result ID: 699952975698665ec4bd6878.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Role":"Follower"}. This record does not assert independent reproduction.

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