# Myopic choice evaluation on Complex generation settings

Source: [Myopic choice evaluation on Complex generation settings](<https://www.sota2.com/research/sota/myopic-choice-evaluation-on-complex-generation-settings>)

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

Data updated: 2026-04-13T07:19:34.419Z

Evaluation of myopic choice performance using accuracy metrics within complex generation settings.

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 | Myopic choice evaluation |
| Dataset (including any stated split) | Complex generation settings |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/myopic-choice-evaluation-on-complex-generation-settings.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LTV (Ours) | 86.43 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV (Ours) | 84.61 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV (Ours) | 83.49 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV (Ours) | 82.44 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV (Ours) | 78.39 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 74.78 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 56.12 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV (Ours) | 51.39 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 37.8 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 37.3 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 31.88 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 19.18 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 18.15 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 17.97 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 6.05 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 2.68 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 2.16 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 0.38 | Not recorded | 68fa7bb61e209131cea8a133 |

### LTV (Ours)

Accuracy: 86.43. Result ID: 69dc985047f34ce924c32b06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"3) More layers","L":"{0,4,8,...}"}. This record does not assert independent reproduction.

### LTV (Ours)

Accuracy: 84.61. Result ID: 69dc985047f34ce924c32b08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"5) ICL prompts"}. This record does not assert independent reproduction.

### LTV (Ours)

Accuracy: 83.49. Result ID: 69dc985047f34ce924c32b03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"Baseline","P":"{-1}","L":"{16}"}. This record does not assert independent reproduction.

### LTV (Ours)

Accuracy: 82.44. Result ID: 69dc985047f34ce924c32b05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"2) More Pos.","P":"{-5,...,-1}"}. This record does not assert independent reproduction.

### LTV (Ours)

Accuracy: 78.39. Result ID: 69dc985047f34ce924c32b04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"1) Diff. Pos.","P":"{4}"}. This record does not assert independent reproduction.

### FV

Accuracy: 74.78. Result ID: 69dc985047f34ce924c32b02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"5) ICL prompts"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 56.12. Result ID: 69dc985047f34ce924c32afc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"5) ICL prompts"}. This record does not assert independent reproduction.

### LTV (Ours)

Accuracy: 51.39. Result ID: 69dc985047f34ce924c32b07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Setup":"4) More layers & Pos.","P":"{-5,...}","L":"{0,4,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 37.8. Result ID: 69dc985047f34ce924c32af7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"Baseline","P":"{-1}","L":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 37.3. Result ID: 69dc985047f34ce924c32afd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"Baseline","P":"{-1}","L":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 31.88. Result ID: 69dc985047f34ce924c32b00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"3) More layers","L":"{0,4,8,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 19.18. Result ID: 69dc985047f34ce924c32af9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"2) More Pos.","P":"{-5,...,-1}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 18.15. Result ID: 69dc985047f34ce924c32afb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"4) More layers & Pos.","P":"{-5,...}","L":"{0,4,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 17.97. Result ID: 69dc985047f34ce924c32afa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"3) More layers","L":"{0,4,8,...}"}. This record does not assert independent reproduction.

### FV

Accuracy: 6.05. Result ID: 69dc985047f34ce924c32aff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"2) More Pos.","P":"{-5,...,-1}"}. This record does not assert independent reproduction.

### FV

Accuracy: 2.68. Result ID: 69dc985047f34ce924c32afe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"1) Diff. Pos.","P":"{4}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 2.16. Result ID: 69dc985047f34ce924c32af8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Setup":"1) Diff. Pos.","P":"{4}"}. This record does not assert independent reproduction.

### FV

Accuracy: 0.38. Result ID: 69dc985047f34ce924c32b01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Setup":"4) More layers & Pos.","P":"{-5,...}","L":"{0,4,...}"}. This record does not assert independent reproduction.

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