# Mine Blocks on MCU

Source: [Mine Blocks on MCU](<https://www.sota2.com/research/sota/mine-blocks-on-mcu>)

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

Data updated: 2026-02-26T05:48:42.002Z

Evaluation of block mining performance on the MCU dataset, reporting success rates for specific materials such as Log, Dirt, and Stone.

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 | Mine Blocks |
| Dataset (including any stated split) | MCU |
| Metric | Log Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Log Success Rate](<https://www.sota2.com/research/sota/mine-blocks-on-mcu.md?metric=Log%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Dirt Success Rate](<https://www.sota2.com/research/sota/mine-blocks-on-mcu.md?metric=Dirt%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Stone Success Rate](<https://www.sota2.com/research/sota/mine-blocks-on-mcu.md?metric=Stone%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Average Success Rate](<https://www.sota2.com/research/sota/mine-blocks-on-mcu.md?metric=Average%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Log Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| JARVIS-VLA-Qwen2 | 80 | Not recorded | 68fa7b3e1e209131cea8747c |
| Qwen2-VL (raw) | 77 | Not recorded | 68fa7b3e1e209131cea8747c |
| Qwen2-VL (IL) | 70 | Not recorded | 68fa7b3e1e209131cea8747c |
| GROOT | 56 | Not recorded | 68fa7b3e1e209131cea8747c |
| MineDreamer | 25 | Not recorded | 68fa7b3e1e209131cea8747c |
| STEVE-1 | 20 | Not recorded | 68fa7b3e1e209131cea8747c |
| VPT-BC | 15 | Not recorded | 68fa7b3e1e209131cea8747c |
| VPT-RL | 5 | Not recorded | 68fa7b3e1e209131cea8747c |

### JARVIS-VLA-Qwen2

Log Success Rate: 80. Result ID: 698b83687a967eddb76f398a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Implementation](<https://craftjarvis.github.io/JarvisVLA>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Qwen2-VL (raw)

Log Success Rate: 77. Result ID: 698b83687a967eddb76f3988.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Qwen2-VL (IL)

Log Success Rate: 70. Result ID: 698b83687a967eddb76f3989.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### GROOT

Log Success Rate: 56. Result ID: 698b83687a967eddb76f3986.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71471e209131cea50582.md>)

Recorded evaluation configuration: {"Model Size":"248M"}. This record does not assert independent reproduction.

### MineDreamer

Log Success Rate: 25. Result ID: 698b83687a967eddb76f3987.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728f1e209131cea570e9.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### STEVE-1

Log Success Rate: 20. Result ID: 698b83687a967eddb76f3985.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721b1e209131cea54867.md>)

Recorded evaluation configuration: {"Model Size":"248M"}. This record does not assert independent reproduction.

### VPT-BC

Log Success Rate: 15. Result ID: 698b83687a967eddb76f3983.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea361bb.md>)

Recorded evaluation configuration: {"Model Size":"248M"}. This record does not assert independent reproduction.

### VPT-RL

Log Success Rate: 5. Result ID: 698b83687a967eddb76f3984.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea8747c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea361bb.md>)

Recorded evaluation configuration: {"Model Size":"248M"}. This record does not assert independent reproduction.

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