# Program Synthesis on VizDoom (test)

Source: [Program Synthesis on VizDoom (test)](<https://www.sota2.com/research/sota/program-synthesis-on-vizdoom-test>)

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

Data updated: 2026-02-26T05:42:27.152Z

Evaluation of models performing Program Synthesis on the test split of the VizDoom dataset, measured using Exact Match, Semantic Match, and Generalization metrics.

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 | Program Synthesis |
| Dataset (including any stated split) | VizDoom (test) |
| Metric | Exact Match |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Exact Match](<https://www.sota2.com/research/sota/program-synthesis-on-vizdoom-test.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

- [Semantic Match](<https://www.sota2.com/research/sota/program-synthesis-on-vizdoom-test.md?metric=Semantic%20Match>): Higher is better; unit: PERCENT.

- [Generalization](<https://www.sota2.com/research/sota/program-synthesis-on-vizdoom-test.md?metric=Generalization>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| EVAPS | 62.22 | Not recorded | 68fa71801e209131cea51aa6 |
| Transformer | 51.53 | Not recorded | 68fa71801e209131cea51aa6 |
| SED | 51.23 | Not recorded | 68fa71801e209131cea51aa6 |
| EVAPS | 50.62 | Not recorded | 68fa71801e209131cea51aa6 |
| Inferred Trace | 37.75 | Not recorded | 68fa71801e209131cea51aa6 |
| EVAPS | 36.4 | Not recorded | 68fa71801e209131cea51aa6 |
| Transformer | 34.8 | Not recorded | 68fa71801e209131cea51aa6 |
| Inferred Trace | 27.49 | Not recorded | 68fa71801e209131cea51aa6 |
| SED | 25.48 | Not recorded | 68fa71801e209131cea51aa6 |
| Transformer | 15.53 | Not recorded | 68fa71801e209131cea51aa6 |
| Inferred Trace | 14.73 | Not recorded | 68fa71801e209131cea51aa6 |
| SED | 12.69 | Not recorded | 68fa71801e209131cea51aa6 |
| LGRL | 9.16 | Not recorded | 68fa71801e209131cea51aa6 |
| Latent Execution | 9.16 | Not recorded | 68fa71801e209131cea51aa6 |
| Latent Execution | 4.91 | Not recorded | 68fa71801e209131cea51aa6 |
| LGRL | 4.58 | Not recorded | 68fa71801e209131cea51aa6 |
| Latent Execution | 3.53 | Not recorded | 68fa71801e209131cea51aa6 |
| LGRL | 2.18 | Not recorded | 68fa71801e209131cea51aa6 |

### EVAPS

Exact Match: 62.22. Result ID: 6991ec2a3a6c3148490b772b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### Transformer

Exact Match: 51.53. Result ID: 6991ec2a3a6c3148490b772a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### SED

Exact Match: 51.23. Result ID: 6991ec2a3a6c3148490b7727.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc40.md>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### EVAPS

Exact Match: 50.62. Result ID: 6991ec2a3a6c3148490b7725.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

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

### Inferred Trace

Exact Match: 37.75. Result ID: 6991ec2a3a6c3148490b7728.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### EVAPS

Exact Match: 36.4. Result ID: 6991ec2a3a6c3148490b771f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

### Transformer

Exact Match: 34.8. Result ID: 6991ec2a3a6c3148490b7724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

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

### Inferred Trace

Exact Match: 27.49. Result ID: 6991ec2a3a6c3148490b7722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

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

### SED

Exact Match: 25.48. Result ID: 6991ec2a3a6c3148490b7721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc40.md>)

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

### Transformer

Exact Match: 15.53. Result ID: 6991ec2a3a6c3148490b771e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

### Inferred Trace

Exact Match: 14.73. Result ID: 6991ec2a3a6c3148490b771c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

### SED

Exact Match: 12.69. Result ID: 6991ec2a3a6c3148490b771b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc40.md>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

### LGRL

Exact Match: 9.16. Result ID: 6991ec2a3a6c3148490b7726.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64601e209131cea041c8.md>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### Latent Execution

Exact Match: 9.16. Result ID: 6991ec2a3a6c3148490b7729.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-20"}. This record does not assert independent reproduction.

### Latent Execution

Exact Match: 4.91. Result ID: 6991ec2a3a6c3148490b7723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

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

### LGRL

Exact Match: 4.58. Result ID: 6991ec2a3a6c3148490b7720.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64601e209131cea041c8.md>)

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

### Latent Execution

Exact Match: 3.53. Result ID: 6991ec2a3a6c3148490b771d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

### LGRL

Exact Match: 2.18. Result ID: 6991ec2a3a6c3148490b771a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71801e209131cea51aa6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64601e209131cea041c8.md>)

Recorded evaluation configuration: {"Top-k":"Top-1"}. This record does not assert independent reproduction.

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