# Finger-speed on Contextual-DMC (in-distribution)

Source: [Finger-speed on Contextual-DMC (in-distribution)](<https://www.sota2.com/research/sota/finger-speed-on-contextual-dmc-in-distribution>)

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

Data updated: 2026-03-04T20:37:16.507Z

Evaluation of agent performance on the Finger-speed task using the in-distribution configuration of the Contextual-DMC dataset, measured by Average Return.

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 | Finger-speed |
| Dataset (including any stated split) | Contextual-DMC (in-distribution) |
| Metric | Average Return |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Average Return](<https://www.sota2.com/research/sota/finger-speed-on-contextual-dmc-in-distribution.md?metric=Average%20Return>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Return | Result date | Report paper |
| --- | --- | --- | --- |
| SPC | 943.3 | Not recorded | 69a7bc802d603e6de3e3d4b8 |
| CSRO | 773.7 | Not recorded | 69a7bc802d603e6de3e3d4b8 |
| FOCAL | 746.7 | Not recorded | 69a7bc802d603e6de3e3d4b8 |
| UNICORN-SS | 671.9 | Not recorded | 69a7bc802d603e6de3e3d4b8 |
| UNICORN-SUP | 614.4 | Not recorded | 69a7bc802d603e6de3e3d4b8 |
| DORA | 492.4 | Not recorded | 69a7bc802d603e6de3e3d4b8 |

### SPC

Average Return: 943.3. Result ID: 69a897f66dbb7075b9516394.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### CSRO

Average Return: 773.7. Result ID: 69a897f66dbb7075b9516395.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71261e209131cea4f85f.md>)

[Implementation](<https://github.com/MoreanP/CSRO>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### FOCAL

Average Return: 746.7. Result ID: 69a897f66dbb7075b9516397.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24ee5.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### UNICORN-SS

Average Return: 671.9. Result ID: 69a897f66dbb7075b9516398.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76881e209131cea6d7f1.md>)

[Implementation](<https://github.com/betray12138/UNICORN>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### UNICORN-SUP

Average Return: 614.4. Result ID: 69a897f66dbb7075b9516399.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76881e209131cea6d7f1.md>)

[Implementation](<https://github.com/betray12138/UNICORN>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### DORA

Average Return: 492.4. Result ID: 69a897f66dbb7075b9516396.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc802d603e6de3e3d4b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748ec.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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