# Theory of Mind Status Prediction on MindCraft 1.0 (test)

Source: [Theory of Mind Status Prediction on MindCraft 1.0 (test)](<https://www.sota2.com/research/sota/theory-of-mind-status-prediction-on-mindcraft-1-0-test>)

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

Data updated: 2026-02-26T05:43:20.087Z

Evaluation of model performance on Theory of Mind Status Prediction using the test split of the MindCraft 1.0 dataset, typically measured by F1 score.

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 | Theory of Mind Status Prediction |
| Dataset (including any stated split) | MindCraft 1.0 (test) |
| Metric | F1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/theory-of-mind-status-prediction-on-mindcraft-1-0-test.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Human | 0.67 | Not recorded | 68fa73691e209131cea5c4e4 |
| Ours | 0.599 | Not recorded | 68fa73691e209131cea5c4e4 |
| Ours | 0.596 | Not recorded | 68fa73691e209131cea5c4e4 |
| Bara et al. (2023) | 0.593 | Not recorded | 68fa73691e209131cea5c4e4 |
| Bara et al. (2023) | 0.593 | Not recorded | 68fa73691e209131cea5c4e4 |
| Ours | 0.591 | Not recorded | 68fa73691e209131cea5c4e4 |
| Ours | 0.589 | Not recorded | 68fa73691e209131cea5c4e4 |
| Bara et al. (2023) | 0.56 | Not recorded | 68fa73691e209131cea5c4e4 |
| Bara et al. (2023) | 0.546 | Not recorded | 68fa73691e209131cea5c4e4 |

### Human

F1 Score: 0.67. Result ID: 6992c8b43a6c314849117c24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

Recorded evaluation configuration: {"Modalities":"All"}. This record does not assert independent reproduction.

### Ours

F1 Score: 0.599. Result ID: 6992c8b43a6c314849117c20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Implementation](<https://github.com/sled-group/collab-plan-acquisition>)

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

### Ours

F1 Score: 0.596. Result ID: 6992c8b43a6c314849117c23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Implementation](<https://github.com/sled-group/collab-plan-acquisition>)

Recorded evaluation configuration: {"Modalities":"V+M"}. This record does not assert independent reproduction.

### Bara et al. (2023)

F1 Score: 0.593. Result ID: 6992c8b43a6c314849117c1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e453.md>)

Recorded evaluation configuration: {"Modalities":"D+V+M"}. This record does not assert independent reproduction.

### Bara et al. (2023)

F1 Score: 0.593. Result ID: 6992c8b43a6c314849117c1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e453.md>)

Recorded evaluation configuration: {"Modalities":"V+M"}. This record does not assert independent reproduction.

### Ours

F1 Score: 0.591. Result ID: 6992c8b43a6c314849117c21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Implementation](<https://github.com/sled-group/collab-plan-acquisition>)

Recorded evaluation configuration: {"Modalities":"D+M"}. This record does not assert independent reproduction.

### Ours

F1 Score: 0.589. Result ID: 6992c8b43a6c314849117c22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Implementation](<https://github.com/sled-group/collab-plan-acquisition>)

Recorded evaluation configuration: {"Modalities":"D+V+M"}. This record does not assert independent reproduction.

### Bara et al. (2023)

F1 Score: 0.56. Result ID: 6992c8b43a6c314849117c1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e453.md>)

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

### Bara et al. (2023)

F1 Score: 0.546. Result ID: 6992c8b43a6c314849117c1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c4e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e453.md>)

Recorded evaluation configuration: {"Modalities":"D+M"}. This record does not assert independent reproduction.

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