# Terminal Agent Tasks on val100 (val)

Source: [Terminal Agent Tasks on val100 (val)](<https://www.sota2.com/research/sota/terminal-agent-tasks-on-val100-val>)

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

Data updated: 2026-05-26T08:41:09.130Z

Evaluation of agent performance on terminal agent tasks using the val100 dataset (validation split), 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 | Terminal Agent Tasks |
| Dataset (including any stated split) | val100 (val) |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/terminal-agent-tasks-on-val100-val.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| OT-SFT | 73.1 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-14B | 65 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-8B | 63.7 | Not recorded | 6a152931dbd7150506f7dfe2 |
| OT-SFT | 63.5 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-14B | 60.3 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-8B | 54.9 | Not recorded | 6a152931dbd7150506f7dfe2 |
| OT-SFT | 38.5 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-14B | 35.3 | Not recorded | 6a152931dbd7150506f7dfe2 |
| Qwen3-8B | 34.2 | Not recorded | 6a152931dbd7150506f7dfe2 |

### OT-SFT

Pass@1: 73.1. Result ID: 6a155c9ffbc373592c0cd114.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"ECHO"}. This record does not assert independent reproduction.

### Qwen3-14B

Pass@1: 65. Result ID: 6a155c9ffbc373592c0cd117.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"ECHO"}. This record does not assert independent reproduction.

### Qwen3-8B

Pass@1: 63.7. Result ID: 6a155c9ffbc373592c0cd111.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"ECHO"}. This record does not assert independent reproduction.

### OT-SFT

Pass@1: 63.5. Result ID: 6a155c9ffbc373592c0cd113.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"GRPO"}. This record does not assert independent reproduction.

### Qwen3-14B

Pass@1: 60.3. Result ID: 6a155c9ffbc373592c0cd116.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"GRPO"}. This record does not assert independent reproduction.

### Qwen3-8B

Pass@1: 54.9. Result ID: 6a155c9ffbc373592c0cd110.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"GRPO"}. This record does not assert independent reproduction.

### OT-SFT

Pass@1: 38.5. Result ID: 6a155c9ffbc373592c0cd112.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"SFT"}. This record does not assert independent reproduction.

### Qwen3-14B

Pass@1: 35.3. Result ID: 6a155c9ffbc373592c0cd115.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"Base"}. This record does not assert independent reproduction.

### Qwen3-8B

Pass@1: 34.2. Result ID: 6a155c9ffbc373592c0cd10f.

[Reporting paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152931dbd7150506f7dfe2.md>)

Recorded evaluation configuration: {"Setup":"Base"}. This record does not assert independent reproduction.

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