# Long-horizon agentic tasks on BrowseComp-ZH Our Settings

Source: [Long-horizon agentic tasks on BrowseComp-ZH Our Settings](<https://www.sota2.com/research/sota/long-horizon-agentic-tasks-on-browsecomp-zh-our-settings>)

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

Data updated: 2026-03-31T09:42:17.305Z

Evaluation of model performance on long-horizon agentic tasks using the BrowseComp-ZH Our Settings configuration, 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 | Long-horizon agentic tasks |
| Dataset (including any stated split) | BrowseComp-ZH Our Settings |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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/long-horizon-agentic-tasks-on-browsecomp-zh-our-settings.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| AgentSwing | 71.3 | Not recorded | 69cb555c0636e5bf4afca207 |
| DeepSeek-v3.2 | 70.2 | Not recorded | 69cb555c0636e5bf4afca207 |
| DeepSeek-v3.2 | 69.9 | Not recorded | 69cb555c0636e5bf4afca207 |
| DeepSeek-v3.2 | 69.2 | Not recorded | 69cb555c0636e5bf4afca207 |
| Gemini-3.0-Pro | 66.8 | Not recorded | 69cb555c0636e5bf4afca207 |
| MiroThinker-v1.5-30B-A3B | 66.8 | Not recorded | 69cb555c0636e5bf4afca207 |
| Claude-4.5-Opus | 62.4 | Not recorded | 69cb555c0636e5bf4afca207 |
| DeepSeek-v3.2 | 61.6 | Not recorded | 69cb555c0636e5bf4afca207 |
| OpenAI-o3 | 58.1 | Not recorded | 69cb555c0636e5bf4afca207 |
| AgentSwing | 56.7 | Not recorded | 69cb555c0636e5bf4afca207 |
| Tongyi-DR-30B-A3B | 53.9 | Not recorded | 69cb555c0636e5bf4afca207 |
| Tongyi-DR-30B-A3B | 50.1 | Not recorded | 69cb555c0636e5bf4afca207 |
| Tongyi-DR-30B-A3B | 49.1 | Not recorded | 69cb555c0636e5bf4afca207 |
| AgentFold-30B-A3B | 47.3 | Not recorded | 69cb555c0636e5bf4afca207 |
| Tongyi-DR-30B-A3B | 47.1 | Not recorded | 69cb555c0636e5bf4afca207 |
| IterResearch-30B-A3B | 45.2 | Not recorded | 69cb555c0636e5bf4afca207 |
| AgentFounder-30B-A3B | 43.3 | Not recorded | 69cb555c0636e5bf4afca207 |
| OpenAI DeepResearch | 42.9 | Not recorded | 69cb555c0636e5bf4afca207 |
| DeepMiner-32B-RL | 40.1 | Not recorded | 69cb555c0636e5bf4afca207 |
| AgentSwing | 38 | Not recorded | 69cb555c0636e5bf4afca207 |
| GPT-OSS-120B | 33.6 | Not recorded | 69cb555c0636e5bf4afca207 |
| GPT-OSS-120B | 31.5 | Not recorded | 69cb555c0636e5bf4afca207 |
| GPT-OSS-120B | 30.8 | Not recorded | 69cb555c0636e5bf4afca207 |
| GPT-OSS-120B | 28.4 | Not recorded | 69cb555c0636e5bf4afca207 |
| ASearcher-Web-32B | 15.6 | Not recorded | 69cb555c0636e5bf4afca207 |

### AgentSwing

Pass@1: 71.3. Result ID: 69cb96f447f34ce924b44326.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Base Model":"DeepSeek-v3.2"}. This record does not assert independent reproduction.

### DeepSeek-v3.2

Pass@1: 70.2. Result ID: 69cb96f447f34ce924b44323.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Context Management":"Discard-All"}. This record does not assert independent reproduction.

### DeepSeek-v3.2

Pass@1: 69.9. Result ID: 69cb96f447f34ce924b44324.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Context Management":"Keep-Last-N"}. This record does not assert independent reproduction.

### DeepSeek-v3.2

Pass@1: 69.2. Result ID: 69cb96f447f34ce924b44325.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Context Management":"Summary"}. This record does not assert independent reproduction.

### Gemini-3.0-Pro

Pass@1: 66.8. Result ID: 69cb96f447f34ce924b44314.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"w/o CM"}. This record does not assert independent reproduction.

### MiroThinker-v1.5-30B-A3B

Pass@1: 66.8. Result ID: 69cb96f447f34ce924b4431c.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### Claude-4.5-Opus

Pass@1: 62.4. Result ID: 69cb96f447f34ce924b44313.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"w/o CM"}. This record does not assert independent reproduction.

### DeepSeek-v3.2

Pass@1: 61.6. Result ID: 69cb96f447f34ce924b44322.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Context Management":"Baseline (w/o CM)"}. This record does not assert independent reproduction.

### OpenAI-o3

Pass@1: 58.1. Result ID: 69cb96f447f34ce924b44315.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"w/o CM"}. This record does not assert independent reproduction.

### AgentSwing

Pass@1: 56.7. Result ID: 69cb96f447f34ce924b4432b.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Base Model":"Tongyi-DR-30B-A3B"}. This record does not assert independent reproduction.

### Tongyi-DR-30B-A3B

Pass@1: 53.9. Result ID: 69cb96f447f34ce924b44328.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"Discard-All"}. This record does not assert independent reproduction.

### Tongyi-DR-30B-A3B

Pass@1: 50.1. Result ID: 69cb96f447f34ce924b44329.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"Keep-Last-N"}. This record does not assert independent reproduction.

### Tongyi-DR-30B-A3B

Pass@1: 49.1. Result ID: 69cb96f447f34ce924b4432a.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"Summary"}. This record does not assert independent reproduction.

### AgentFold-30B-A3B

Pass@1: 47.3. Result ID: 69cb96f447f34ce924b4431a.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### Tongyi-DR-30B-A3B

Pass@1: 47.1. Result ID: 69cb96f447f34ce924b44327.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"Baseline (w/o CM)"}. This record does not assert independent reproduction.

### IterResearch-30B-A3B

Pass@1: 45.2. Result ID: 69cb96f447f34ce924b44319.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### AgentFounder-30B-A3B

Pass@1: 43.3. Result ID: 69cb96f447f34ce924b4431b.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b671e209131cea8833d.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### OpenAI DeepResearch

Pass@1: 42.9. Result ID: 69cb96f447f34ce924b44316.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### DeepMiner-32B-RL

Pass@1: 40.1. Result ID: 69cb96f447f34ce924b44318.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bfba.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

### AgentSwing

Pass@1: 38. Result ID: 69cb96f447f34ce924b44321.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

Recorded evaluation configuration: {"Base Model":"GPT-OSS-120B"}. This record does not assert independent reproduction.

### GPT-OSS-120B

Pass@1: 33.6. Result ID: 69cb96f447f34ce924b4431f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"Context Management":"Keep-Last-N"}. This record does not assert independent reproduction.

### GPT-OSS-120B

Pass@1: 31.5. Result ID: 69cb96f447f34ce924b4431e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"Context Management":"Discard-All"}. This record does not assert independent reproduction.

### GPT-OSS-120B

Pass@1: 30.8. Result ID: 69cb96f447f34ce924b44320.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"Context Management":"Summary"}. This record does not assert independent reproduction.

### GPT-OSS-120B

Pass@1: 28.4. Result ID: 69cb96f447f34ce924b4431d.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"Context Management":"Baseline (w/o CM)"}. This record does not assert independent reproduction.

### ASearcher-Web-32B

Pass@1: 15.6. Result ID: 69cb96f447f34ce924b44317.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea87635.md>)

Recorded evaluation configuration: {"Context Management":"-"}. This record does not assert independent reproduction.

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