# Preference Evaluation on Mturk user study Overall Preferences 1.0

Source: [Preference Evaluation on Mturk user study Overall Preferences 1.0](<https://www.sota2.com/research/sota/preference-evaluation-on-mturk-user-study-overall-preferences-1-0>)

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

Data updated: 2026-02-26T05:54:31.821Z

Overall preference evaluation results derived from the Mturk user study version 1.0, quantified by the observed preference fraction.

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 | Preference Evaluation |
| Dataset (including any stated split) | Mturk user study Overall Preferences 1.0 |
| Metric | Overall Preference Fraction |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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

- [Overall Preference Fraction](<https://www.sota2.com/research/sota/preference-evaluation-on-mturk-user-study-overall-preferences-1-0.md?metric=Overall%20Preference%20Fraction>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Preference Fraction | Result date | Report paper |
| --- | --- | --- | --- |
| Policy R1 | 76 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy C | 75 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R2 | 73 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy C | 70 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy E | 66 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R1 | 66 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R2 | 66 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R2 | 66 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy B | 61 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy C | 61 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R1 | 59 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy C | 57 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy D | 57 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R2 | 56 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy E | 52 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R2 | 51 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy B | 50 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy B | 50 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy D | 50 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy E | 50 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy D | 48 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy A | 43 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy D | 43 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy A | 39 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy E | 39 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R1 | 39 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy A | 34 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy B | 30 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy R1 | 29 | Not recorded | 68fa69eb1e209131cea24e67 |
| Policy A | 25 | Not recorded | 68fa69eb1e209131cea24e67 |

### Policy R1

Overall Preference Fraction: 76. Result ID: 698df35fffc3901de099ba7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy C

Overall Preference Fraction: 75. Result ID: 698df35fffc3901de099ba6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy R2

Overall Preference Fraction: 73. Result ID: 698df35fffc3901de099ba81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy C

Overall Preference Fraction: 70. Result ID: 698df35fffc3901de099ba70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy E

Overall Preference Fraction: 66. Result ID: 698df35fffc3901de099ba77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy R1

Overall Preference Fraction: 66. Result ID: 698df35fffc3901de099ba7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy R2

Overall Preference Fraction: 66. Result ID: 698df35fffc3901de099ba80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy R2

Overall Preference Fraction: 66. Result ID: 698df35fffc3901de099ba82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

### Policy B

Overall Preference Fraction: 61. Result ID: 698df35fffc3901de099ba6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy C

Overall Preference Fraction: 61. Result ID: 698df35fffc3901de099ba72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy R1

Overall Preference Fraction: 59. Result ID: 698df35fffc3901de099ba7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy C

Overall Preference Fraction: 57. Result ID: 698df35fffc3901de099ba71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy D

Overall Preference Fraction: 57. Result ID: 698df35fffc3901de099ba73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"A"}. This record does not assert independent reproduction.

### Policy R2

Overall Preference Fraction: 56. Result ID: 698df35fffc3901de099ba83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy E

Overall Preference Fraction: 52. Result ID: 698df35fffc3901de099ba7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy R2

Overall Preference Fraction: 51. Result ID: 698df35fffc3901de099ba84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy B

Overall Preference Fraction: 50. Result ID: 698df35fffc3901de099ba6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy B

Overall Preference Fraction: 50. Result ID: 698df35fffc3901de099ba6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy D

Overall Preference Fraction: 50. Result ID: 698df35fffc3901de099ba74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy E

Overall Preference Fraction: 50. Result ID: 698df35fffc3901de099ba78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy D

Overall Preference Fraction: 48. Result ID: 698df35fffc3901de099ba76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy A

Overall Preference Fraction: 43. Result ID: 698df35fffc3901de099ba69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"D"}. This record does not assert independent reproduction.

### Policy D

Overall Preference Fraction: 43. Result ID: 698df35fffc3901de099ba75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

### Policy A

Overall Preference Fraction: 39. Result ID: 698df35fffc3901de099ba67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"B"}. This record does not assert independent reproduction.

### Policy E

Overall Preference Fraction: 39. Result ID: 698df35fffc3901de099ba79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

### Policy R1

Overall Preference Fraction: 39. Result ID: 698df35fffc3901de099ba7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy A

Overall Preference Fraction: 34. Result ID: 698df35fffc3901de099ba6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"E"}. This record does not assert independent reproduction.

### Policy B

Overall Preference Fraction: 30. Result ID: 698df35fffc3901de099ba6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

### Policy R1

Overall Preference Fraction: 29. Result ID: 698df35fffc3901de099ba7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

### Policy A

Overall Preference Fraction: 25. Result ID: 698df35fffc3901de099ba68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e67.md>)

Recorded evaluation configuration: {"Reference Policy":"C"}. This record does not assert independent reproduction.

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