# Constraint Following on FollowBench SSR

Source: [Constraint Following on FollowBench SSR](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr>)

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

Data updated: 2026-02-26T06:05:38.483Z

Evaluation of model performance on constraint following tasks using the FollowBench SSR dataset, measured across five distinct difficulty levels (Level 1 to Level 5).

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 | Constraint Following |
| Dataset (including any stated split) | FollowBench SSR |
| Metric | Success Rate (Level 1) |
| 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

- [Success Rate (Level 1)](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Success%20Rate%20(Level%201)>): Higher is better; unit: PERCENT.

- [Success Rate (Level 2)](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Success%20Rate%20(Level%202)>): Higher is better; unit: PERCENT.

- [Success Rate (Level 3)](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Success%20Rate%20(Level%203)>): Higher is better; unit: PERCENT.

- [Success Rate (Level 4)](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Success%20Rate%20(Level%204)>): Higher is better; unit: PERCENT.

- [Success Rate (Level 5)](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Success%20Rate%20(Level%205)>): Higher is better; unit: PERCENT.

- [Average Success Rate](<https://www.sota2.com/research/sota/constraint-following-on-followbench-ssr.md?metric=Average%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (Level 1) | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4+ | 84.7 | Not recorded | 68fa74251e209131cea5ffa5 |
| GPT-3.5 Turbo | 80.3 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (Qwen2-72B-Instruct w/ Online DPO) | 76.2 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (LLaMA-3-70B w/ Online DPO) | 71 | Not recorded | 68fa74251e209131cea5ffa5 |
| Qwen2-72B-Instruct | 70.2 | Not recorded | 68fa74251e209131cea5ffa5 |
| Mixtral-8x22B | 63.9 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (Qwen2-7B Offline DPO) | 61.4 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (Qwen2-7B Online DPO) | 61.4 | Not recorded | 68fa74251e209131cea5ffa5 |
| LLaMA3-70B-Instruct | 60.7 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (Qwen2-7B-SFT) | 60.2 | Not recorded | 68fa74251e209131cea5ffa5 |
| Qwen2-7B(ShareGPT) | 56.1 | Not recorded | 68fa74251e209131cea5ffa5 |
| Qwen2-7B | 55.6 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (LLaMA3-8B Online DPO) | 54.6 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (LLaMA3-8B Offline DPO) | 51.9 | Not recorded | 68fa74251e209131cea5ffa5 |
| AUTOIF (LLaMA3-8B-SFT) | 46.6 | Not recorded | 68fa74251e209131cea5ffa5 |
| LLaMA3-8B(ShareGPT) | 44 | Not recorded | 68fa74251e209131cea5ffa5 |
| Mistral-7B | 40.1 | Not recorded | 68fa74251e209131cea5ffa5 |
| LLaMA3-8B | 10 | Not recorded | 68fa74251e209131cea5ffa5 |

### GPT-4+

Success Rate (Level 1): 84.7. Result ID: 699332893a6c314849145e89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

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

### GPT-3.5 Turbo

Success Rate (Level 1): 80.3. Result ID: 699332893a6c314849145e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

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

### AUTOIF (Qwen2-72B-Instruct w/ Online DPO)

Success Rate (Level 1): 76.2. Result ID: 699332893a6c314849145e8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-72B-Instruct","Supervision Model":"Qwen2-72B","Alignment Strategy":"Self-Alignment","Training Method":"Online DPO"}. This record does not assert independent reproduction.

### AUTOIF (LLaMA-3-70B w/ Online DPO)

Success Rate (Level 1): 71. Result ID: 699332893a6c314849145e92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-70B-Instruct","Supervision Model":"LLaMA3-70B","Alignment Strategy":"Self-Alignment","Training Method":"Online DPO"}. This record does not assert independent reproduction.

### Qwen2-72B-Instruct

Success Rate (Level 1): 70.2. Result ID: 699332893a6c314849145e86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cdc5.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-72B-Instruct"}. This record does not assert independent reproduction.

### Mixtral-8x22B

Success Rate (Level 1): 63.9. Result ID: 699332893a6c314849145e88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea5317b.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Backbone Model":"Mixtral-8x22B"}. This record does not assert independent reproduction.

### AUTOIF (Qwen2-7B Offline DPO)

Success Rate (Level 1): 61.4. Result ID: 699332893a6c314849145e8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-7B","Supervision Model":"Qwen2-72B","Alignment Strategy":"Strong-to-Weak","Training Method":"Offline DPO"}. This record does not assert independent reproduction.

### AUTOIF (Qwen2-7B Online DPO)

Success Rate (Level 1): 61.4. Result ID: 699332893a6c314849145e8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-7B","Supervision Model":"Qwen2-72B","Alignment Strategy":"Strong-to-Weak","Training Method":"Online DPO"}. This record does not assert independent reproduction.

### LLaMA3-70B-Instruct

Success Rate (Level 1): 60.7. Result ID: 699332893a6c314849145e87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-70B-Instruct"}. This record does not assert independent reproduction.

### AUTOIF (Qwen2-7B-SFT)

Success Rate (Level 1): 60.2. Result ID: 699332893a6c314849145e8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-7B","Supervision Model":"Qwen2-72B","Alignment Strategy":"Strong-to-Weak","Training Method":"SFT"}. This record does not assert independent reproduction.

### Qwen2-7B(ShareGPT)

Success Rate (Level 1): 56.1. Result ID: 699332893a6c314849145e82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-7B","Training Data":"ShareGPT"}. This record does not assert independent reproduction.

### Qwen2-7B

Success Rate (Level 1): 55.6. Result ID: 699332893a6c314849145e81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cdc5.md>)

Recorded evaluation configuration: {"Backbone Model":"Qwen2-7B"}. This record does not assert independent reproduction.

### AUTOIF (LLaMA3-8B Online DPO)

Success Rate (Level 1): 54.6. Result ID: 699332893a6c314849145e91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-8B","Supervision Model":"LLaMA3-70B","Alignment Strategy":"Strong-to-Weak","Training Method":"Online DPO"}. This record does not assert independent reproduction.

### AUTOIF (LLaMA3-8B Offline DPO)

Success Rate (Level 1): 51.9. Result ID: 699332893a6c314849145e90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-8B","Supervision Model":"LLaMA3-70B","Alignment Strategy":"Strong-to-Weak","Training Method":"Offline DPO"}. This record does not assert independent reproduction.

### AUTOIF (LLaMA3-8B-SFT)

Success Rate (Level 1): 46.6. Result ID: 699332893a6c314849145e8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Implementation](<https://github.com/QwenLM/AutoIF>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-8B","Supervision Model":"LLaMA3-70B","Alignment Strategy":"Strong-to-Weak","Training Method":"SFT"}. This record does not assert independent reproduction.

### LLaMA3-8B(ShareGPT)

Success Rate (Level 1): 44. Result ID: 699332893a6c314849145e84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-8B","Training Data":"ShareGPT"}. This record does not assert independent reproduction.

### Mistral-7B

Success Rate (Level 1): 40.1. Result ID: 699332893a6c314849145e85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Backbone Model":"Mistral-7B"}. This record does not assert independent reproduction.

### LLaMA3-8B

Success Rate (Level 1): 10. Result ID: 699332893a6c314849145e83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa5.md>)

Recorded evaluation configuration: {"Backbone Model":"LLaMA3-8B"}. This record does not assert independent reproduction.

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