# Long-context reasoning on BrowseComp+ 1K documents

Source: [Long-context reasoning on BrowseComp+ 1K documents](<https://www.sota2.com/research/sota/long-context-reasoning-on-browsecomp-plus-1k-documents>)

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

Data updated: 2026-03-18T06:41:19.441Z

Evaluation of model performance on long-context reasoning tasks using the specific 1,000 document subset of the BrowseComp+ dataset, measured primarily by accuracy.

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-context reasoning |
| Dataset (including any stated split) | BrowseComp+ 1K documents |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/long-context-reasoning-on-browsecomp-plus-1k-documents.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SRLM (no sub-calls) | 94.6 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| SRLM | 92.4 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| RLM (no sub-calls) | 89.7 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| RLM | 86 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| Summary agent | 70.5 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| SRLM | 59.7 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| CodeAct (+ BM25) | 51 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| SRLM (no sub-calls) | 50.1 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| Summary agent | 38 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| RLM | 37.1 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| RLM (no sub-calls) | 36.3 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| CodeAct (+ BM25) | 12.7 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| Base Model | 0 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| CodeAct (+ sub-calls) | 0 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| Base Model | 0 | Not recorded | 69ba316b0636e5bf4afc05f4 |
| CodeAct (+ sub-calls) | 0 | Not recorded | 69ba316b0636e5bf4afc05f4 |

### SRLM (no sub-calls)

Accuracy: 94.6. Result ID: 69ba484447f34ce924a37554.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### SRLM

Accuracy: 92.4. Result ID: 69ba484447f34ce924a37553.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### RLM (no sub-calls)

Accuracy: 89.7. Result ID: 69ba484347f34ce924a37552.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff9153fdd5c36173e066.md>)

[Implementation](<https://github.com/alexzhang13/rlm/tree/main>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### RLM

Accuracy: 86. Result ID: 69ba484347f34ce924a37551.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff9153fdd5c36173e066.md>)

[Implementation](<https://github.com/alexzhang13/rlm/tree/main>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### Summary agent

Accuracy: 70.5. Result ID: 69ba484347f34ce924a37550.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c7b5.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### SRLM

Accuracy: 59.7. Result ID: 69ba484347f34ce924a3754b.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### CodeAct (+ BM25)

Accuracy: 51. Result ID: 69ba484347f34ce924a3754e.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d385.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### SRLM (no sub-calls)

Accuracy: 50.1. Result ID: 69ba484347f34ce924a3754c.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### Summary agent

Accuracy: 38. Result ID: 69ba484347f34ce924a37548.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c7b5.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### RLM

Accuracy: 37.1. Result ID: 69ba484347f34ce924a37549.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff9153fdd5c36173e066.md>)

[Implementation](<https://github.com/alexzhang13/rlm/tree/main>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### RLM (no sub-calls)

Accuracy: 36.3. Result ID: 69ba484347f34ce924a3754a.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff9153fdd5c36173e066.md>)

[Implementation](<https://github.com/alexzhang13/rlm/tree/main>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### CodeAct (+ BM25)

Accuracy: 12.7. Result ID: 69ba484347f34ce924a37546.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d385.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### Base Model

Accuracy: 0. Result ID: 69ba484347f34ce924a37545.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### CodeAct (+ sub-calls)

Accuracy: 0. Result ID: 69ba484347f34ce924a37547.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d385.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B"}. This record does not assert independent reproduction.

### Base Model

Accuracy: 0. Result ID: 69ba484347f34ce924a3754d.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

### CodeAct (+ sub-calls)

Accuracy: 0. Result ID: 69ba484347f34ce924a3754f.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316b0636e5bf4afc05f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d385.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction.

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