# Pairwise Preference Comparison on Pairwise Preference Comparisons 1.5B Scale (test)

Source: [Pairwise Preference Comparison on Pairwise Preference Comparisons 1.5B Scale (test)](<https://www.sota2.com/research/sota/pairwise-preference-comparison-on-pairwise-preference-comparisons-1-5b-scale-test>)

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

Data updated: 2026-02-26T05:36:18.319Z

Evaluation of model performance using Pairwise Preference Comparison on the test set of the Pairwise Preference Comparisons 1.5B Scale dataset, measured by Average preference 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 | Pairwise Preference Comparison |
| Dataset (including any stated split) | Pairwise Preference Comparisons 1.5B Scale (test) |
| Metric | Avg Preference Score |
| Unit | SCALAR |
| 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

- [Avg Preference Score](<https://www.sota2.com/research/sota/pairwise-preference-comparison-on-pairwise-preference-comparisons-1-5b-scale-test.md?metric=Avg%20Preference%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Avg Preference Score | Result date | Report paper |
| --- | --- | --- | --- |
| STACKELBERGGDA FOLLOWER | 0.834 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA FOLLOWER | 0.825 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA FOLLOWER | 0.813 | Not recorded | 6944dc1f423ea42265729bf8 |
| NASH-MD-PG | 0.812 | Not recorded | 6944dc1f423ea42265729bf8 |
| NASH-MD-PG | 0.803 | Not recorded | 6944dc1f423ea42265729bf8 |
| NASH-MD-PG | 0.791 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA LEADER | 0.729 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA LEADER | 0.707 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA LEADER | 0.69 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA FOLLOWER | 0.687 | Not recorded | 6944dc1f423ea42265729bf8 |
| NASH-MD-PG | 0.623 | Not recorded | 6944dc1f423ea42265729bf8 |
| RLOO | 0.621 | Not recorded | 6944dc1f423ea42265729bf8 |
| RLOO | 0.599 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-1.5B | 0.521 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA FOLLOWER | 0.511 | Not recorded | 6944dc1f423ea42265729bf8 |
| NASH-MD-PG | 0.489 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-0.5B | 0.479 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-1.5B | 0.401 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-0.5B | 0.379 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA LEADER | 0.377 | Not recorded | 6944dc1f423ea42265729bf8 |
| STACKELBERGGDA LEADER | 0.313 | Not recorded | 6944dc1f423ea42265729bf8 |
| RLOO | 0.31 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-1.5B | 0.293 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-0.5B | 0.271 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-1.5B | 0.209 | Not recorded | 6944dc1f423ea42265729bf8 |
| RLOO | 0.197 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-0.5B | 0.188 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-1.5B | 0.187 | Not recorded | 6944dc1f423ea42265729bf8 |
| RLOO | 0.175 | Not recorded | 6944dc1f423ea42265729bf8 |
| QWEN2.5-0.5B | 0.166 | Not recorded | 6944dc1f423ea42265729bf8 |

### STACKELBERGGDA FOLLOWER

Avg Preference Score: 0.834. Result ID: 699952975698665ec4bd68ba.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-0.5B"}. This record does not assert independent reproduction.

### STACKELBERGGDA FOLLOWER

Avg Preference Score: 0.825. Result ID: 699952975698665ec4bd68bc.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"RLOO"}. This record does not assert independent reproduction.

### STACKELBERGGDA FOLLOWER

Avg Preference Score: 0.813. Result ID: 699952975698665ec4bd68bb.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### NASH-MD-PG

Avg Preference Score: 0.812. Result ID: 699952975698665ec4bd68b0.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa739a1e209131cea5d8b7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-0.5B"}. This record does not assert independent reproduction.

### NASH-MD-PG

Avg Preference Score: 0.803. Result ID: 699952975698665ec4bd68b2.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa739a1e209131cea5d8b7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"RLOO"}. This record does not assert independent reproduction.

### NASH-MD-PG

Avg Preference Score: 0.791. Result ID: 699952975698665ec4bd68b1.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa739a1e209131cea5d8b7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### STACKELBERGGDA LEADER

Avg Preference Score: 0.729. Result ID: 699952975698665ec4bd68b5.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-0.5B"}. This record does not assert independent reproduction.

### STACKELBERGGDA LEADER

Avg Preference Score: 0.707. Result ID: 699952975698665ec4bd68b6.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### STACKELBERGGDA LEADER

Avg Preference Score: 0.69. Result ID: 699952975698665ec4bd68b7.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"RLOO"}. This record does not assert independent reproduction.

### STACKELBERGGDA FOLLOWER

Avg Preference Score: 0.687. Result ID: 699952975698665ec4bd68be.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA LEADER"}. This record does not assert independent reproduction.

### NASH-MD-PG

Avg Preference Score: 0.623. Result ID: 699952975698665ec4bd68b3.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa739a1e209131cea5d8b7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA LEADER"}. This record does not assert independent reproduction.

### RLOO

Avg Preference Score: 0.621. Result ID: 699952975698665ec4bd68ab.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55df7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-0.5B"}. This record does not assert independent reproduction.

### RLOO

Avg Preference Score: 0.599. Result ID: 699952975698665ec4bd68ac.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55df7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### QWEN2.5-1.5B

Avg Preference Score: 0.521. Result ID: 699952975698665ec4bd68a6.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"QWEN2.5-0.5B"}. This record does not assert independent reproduction.

### STACKELBERGGDA FOLLOWER

Avg Preference Score: 0.511. Result ID: 699952975698665ec4bd68bd.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"NASH-MD-PG"}. This record does not assert independent reproduction.

### NASH-MD-PG

Avg Preference Score: 0.489. Result ID: 699952975698665ec4bd68b4.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa739a1e209131cea5d8b7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA FOLLOWER"}. This record does not assert independent reproduction.

### QWEN2.5-0.5B

Avg Preference Score: 0.479. Result ID: 699952975698665ec4bd68a1.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### QWEN2.5-1.5B

Avg Preference Score: 0.401. Result ID: 699952975698665ec4bd68a7.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"RLOO"}. This record does not assert independent reproduction.

### QWEN2.5-0.5B

Avg Preference Score: 0.379. Result ID: 699952975698665ec4bd68a2.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"RLOO"}. This record does not assert independent reproduction.

### STACKELBERGGDA LEADER

Avg Preference Score: 0.377. Result ID: 699952975698665ec4bd68b8.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"NASH-MD-PG"}. This record does not assert independent reproduction.

### STACKELBERGGDA LEADER

Avg Preference Score: 0.313. Result ID: 699952975698665ec4bd68b9.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA FOLLOWER"}. This record does not assert independent reproduction.

### RLOO

Avg Preference Score: 0.31. Result ID: 699952975698665ec4bd68ae.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55df7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA LEADER"}. This record does not assert independent reproduction.

### QWEN2.5-1.5B

Avg Preference Score: 0.293. Result ID: 699952975698665ec4bd68a9.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"STACKELBERGGDA LEADER"}. This record does not assert independent reproduction.

### QWEN2.5-0.5B

Avg Preference Score: 0.271. Result ID: 699952975698665ec4bd68a4.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"STACKELBERGGDA LEADER"}. This record does not assert independent reproduction.

### QWEN2.5-1.5B

Avg Preference Score: 0.209. Result ID: 699952975698665ec4bd68a8.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"NASH-MD-PG"}. This record does not assert independent reproduction.

### RLOO

Avg Preference Score: 0.197. Result ID: 699952975698665ec4bd68ad.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55df7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"NASH-MD-PG"}. This record does not assert independent reproduction.

### QWEN2.5-0.5B

Avg Preference Score: 0.188. Result ID: 699952975698665ec4bd68a3.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"NASH-MD-PG"}. This record does not assert independent reproduction.

### QWEN2.5-1.5B

Avg Preference Score: 0.187. Result ID: 699952975698665ec4bd68aa.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"STACKELBERGGDA FOLLOWER"}. This record does not assert independent reproduction.

### RLOO

Avg Preference Score: 0.175. Result ID: 699952975698665ec4bd68af.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55df7.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B","Opponent Model":"STACKELBERGGDA FOLLOWER"}. This record does not assert independent reproduction.

### QWEN2.5-0.5B

Avg Preference Score: 0.166. Result ID: 699952975698665ec4bd68a5.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc1f423ea42265729bf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Opponent Model":"STACKELBERGGDA FOLLOWER"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
