# Code Evaluation on SWE Verified Agentless

Source: [Code Evaluation on SWE Verified Agentless](<https://www.sota2.com/research/sota/code-evaluation-on-swe-verified-agentless>)

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

Data updated: 2026-02-26T06:11:15.121Z

Evaluation of model performance on code generation tasks using the SWE Verified Agentless dataset, measured by pass@1.

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 | Code |
| Dataset (including any stated split) | SWE Verified Agentless |
| Metric | pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [pass@1](<https://www.sota2.com/research/sota/code-evaluation-on-swe-verified-agentless.md?metric=pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| DeepSeek-R1 0528 671B | 57.6 | Not recorded | 6940e7e2456146936284fca5 |
| Nemotron-Cascade 14B-Thinking (Test-Time Scaling) | 53.8 | Not recorded | 6940e7e2456146936284fca5 |
| Gemini-2.5 Flash-Thinking | 48.9 | Not recorded | 6940e7e2456146936284fca5 |
| Nemotron Cascade-8B (Test-Time Scaling) | 43.6 | Not recorded | 6940e7e2456146936284fca5 |
| Nemotron-Cascade 14B-Thinking | 43.1 | Not recorded | 6940e7e2456146936284fca5 |
| Nemotron Cascade-8B | 37.2 | Not recorded | 6940e7e2456146936284fca5 |
| Qwen3 14B | 27.4 | Not recorded | 6940e7e2456146936284fca5 |
| Qwen3 8B | 20.5 | Not recorded | 6940e7e2456146936284fca5 |

### DeepSeek-R1 0528 671B

pass@1: 57.6. Result ID: 6996bfff5698665ec40b1b11.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Parameters":"671B","Thinking Mode":"true","Setup":"Agentless"}. This record does not assert independent reproduction.

### Nemotron-Cascade 14B-Thinking (Test-Time Scaling)

pass@1: 53.8. Result ID: 6996bfff5698665ec40b1b16.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Parameters":"14B","Thinking Mode":"true","Test-Time Scaling":"true"}. This record does not assert independent reproduction.

### Gemini-2.5 Flash-Thinking

pass@1: 48.9. Result ID: 6996bfff5698665ec40b1b12.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Thinking Mode":"true","Setup":"Own scaffolds"}. This record does not assert independent reproduction.

### Nemotron Cascade-8B (Test-Time Scaling)

pass@1: 43.6. Result ID: 6996bfff5698665ec40b1b14.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Parameters":"8B","Thinking Mode":"true","Test-Time Scaling":"true"}. This record does not assert independent reproduction.

### Nemotron-Cascade 14B-Thinking

pass@1: 43.1. Result ID: 6996bfff5698665ec40b1b15.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Parameters":"14B","Thinking Mode":"true","Setup":"Agentless"}. This record does not assert independent reproduction.

### Nemotron Cascade-8B

pass@1: 37.2. Result ID: 6996bfff5698665ec40b1b13.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

Recorded evaluation configuration: {"Parameters":"8B","Thinking Mode":"true","Setup":"Agentless"}. This record does not assert independent reproduction.

### Qwen3 14B

pass@1: 27.4. Result ID: 6996bfff5698665ec40b1b10.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

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

Recorded evaluation configuration: {"Parameters":"14B","Setup":"Agentless"}. This record does not assert independent reproduction.

### Qwen3 8B

pass@1: 20.5. Result ID: 6996bfff5698665ec40b1b0f.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e2456146936284fca5.md>)

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

Recorded evaluation configuration: {"Parameters":"8B","Setup":"Agentless"}. This record does not assert independent reproduction.

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