# Operational Tasks on Internal offline website benchmark

Source: [Operational Tasks on Internal offline website benchmark](<https://www.sota2.com/research/sota/operational-tasks-on-internal-offline-website-benchmark>)

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

Data updated: 2026-03-06T09:08:53.090Z

Evaluation of model performance on the Internal offline website benchmark, focusing on operational metrics including Task Completion Rate (TCR), overall Accuracy, and system Efficiency.

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 | Operational Tasks |
| Dataset (including any stated split) | Internal offline website benchmark |
| Metric | Task Completion Rate (TCR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Task Completion Rate (TCR)](<https://www.sota2.com/research/sota/operational-tasks-on-internal-offline-website-benchmark.md?metric=Task%20Completion%20Rate%20(TCR)>): Higher is better; unit: PERCENT.

- [Efficiency Score](<https://www.sota2.com/research/sota/operational-tasks-on-internal-offline-website-benchmark.md?metric=Efficiency%20Score>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/operational-tasks-on-internal-offline-website-benchmark.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Task Completion Rate (TCR) | Result date | Report paper |
| --- | --- | --- | --- |
| WebFactory-3B | 71.8 | Not recorded | 69aa5f8d2d603e6de3e418cf |
| GUI-R1-3B | 68.2 | Not recorded | 69aa5f8d2d603e6de3e418cf |
| GPT-4o | 26.7 | Not recorded | 69aa5f8d2d603e6de3e418cf |
| QwenVL2.5-3B | 18.3 | Not recorded | 69aa5f8d2d603e6de3e418cf |

### WebFactory-3B

Task Completion Rate (TCR): 71.8. Result ID: 69aa994a6dbb7075b9548808.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f8d2d603e6de3e418cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f8d2d603e6de3e418cf.md>)

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

### GUI-R1-3B

Task Completion Rate (TCR): 68.2. Result ID: 69aa994a6dbb7075b9548807.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f8d2d603e6de3e418cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bbf1e209131cea8a2a0.md>)

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

### GPT-4o

Task Completion Rate (TCR): 26.7. Result ID: 69aa994a6dbb7075b9548806.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f8d2d603e6de3e418cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

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

### QwenVL2.5-3B

Task Completion Rate (TCR): 18.3. Result ID: 69aa994a6dbb7075b9548805.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f8d2d603e6de3e418cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

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