# Dialogue on AlpacaEval 2

Source: [Dialogue on AlpacaEval 2](<https://www.sota2.com/research/sota/dialogue-on-alpacaeval-2>)

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

Data updated: 2026-05-22T08:30:02.842Z

Evaluation of model performance on the AlpacaEval 2 dataset focusing on general dialogue capabilities, measured by the AlpacaEval2 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 | Dialogue |
| Dataset (including any stated split) | AlpacaEval 2 |
| Metric | AlpacaEval2 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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

- [AlpacaEval2 Score](<https://www.sota2.com/research/sota/dialogue-on-alpacaeval-2.md?metric=AlpacaEval2%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AlpacaEval2 Score | Result date | Report paper |
| --- | --- | --- | --- |
| FuseChat3.0 | 64.2 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Gemma2-27B-it | 58.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SKillWeave (Ours) | 52.8 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave (Delta-Come replacement) | 52.7 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave (Self-Rewarding replacement) | 50.8 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Twin-Merging r1024 | 49.6 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| EMR-Merging | 48.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| TALL-Mask | 48.6 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave (PEFT replacement) | 47.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Self-Align | 47.4 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Routed LoRA r1024 | 47.1 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave (ASVD replacement) | 47 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Twin-Merging r512 | 46.6 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Qwen2-57BA14B-it | 46.4 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Self-Rewarding | 46.4 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Routed LoRA r512 | 41 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Qwen1.5-72B-Chat | 40.6 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Sequentially MTL | 39.2 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Self-MoE | 38.8 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Jointly MTL | 37.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Qwen2.5-14B | 36.4 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave (Self-Specialize replacement) | 35.6 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| PCB-Merge+DARE | 35 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| PCB-Merging | 34.8 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Ties-Merging | 33.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| FuseLLM | 32.5 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Task Arithmetic | 29.2 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Llama3.1-8B-Instruct | 28.3 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| FuseChat3.0 | 27.1 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| SkillWeave | 12.5 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| PEFT | 12.1 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| self-rewarding | 11.9 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Twin-merging | 11.5 | Not recorded | 6a0fe2fdf984739ed6739c8c |
| Llama3.2-1B-Instruct | 9.7 | Not recorded | 6a0fe2fdf984739ed6739c8c |

### FuseChat3.0

AlpacaEval2 Score: 64.2. Result ID: 6a101405fbc373592c090e13.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774d1e209131cea72664.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Gemma2-27B-it

AlpacaEval2 Score: 58.9. Result ID: 6a101405fbc373592c090e04.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"27B"}. This record does not assert independent reproduction.

### SKillWeave (Ours)

AlpacaEval2 Score: 52.8. Result ID: 6a101405fbc373592c090e18.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### SkillWeave (Delta-Come replacement)

AlpacaEval2 Score: 52.7. Result ID: 6a101405fbc373592c090e1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### SkillWeave (Self-Rewarding replacement)

AlpacaEval2 Score: 50.8. Result ID: 6a101405fbc373592c090e19.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### Twin-Merging r1024

AlpacaEval2 Score: 49.6. Result ID: 6a101405fbc373592c090e11.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea66883.md>)

Recorded evaluation configuration: {"#Params":"21B"}. This record does not assert independent reproduction.

### EMR-Merging

AlpacaEval2 Score: 48.9. Result ID: 6a101405fbc373592c090e0f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f31e209131cea64c99.md>)

[Implementation](<https://github.com/harveyhuang18/EMR_Merging>)

Recorded evaluation configuration: {"#Params":"16.7B"}. This record does not assert independent reproduction.

### TALL-Mask

AlpacaEval2 Score: 48.6. Result ID: 6a101405fbc373592c090e0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73321e209131cea5b140.md>)

Recorded evaluation configuration: {"#Params":"16.7B"}. This record does not assert independent reproduction.

### SkillWeave (PEFT replacement)

AlpacaEval2 Score: 47.9. Result ID: 6a101405fbc373592c090e1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### Self-Align

AlpacaEval2 Score: 47.4. Result ID: 6a101405fbc373592c090e15.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5092e.md>)

[Implementation](<https://github.com/IBM/Dromedary>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Routed LoRA r1024

AlpacaEval2 Score: 47.1. Result ID: 6a101405fbc373592c090e0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa723c1e209131cea55288.md>)

Recorded evaluation configuration: {"#Params":"21B"}. This record does not assert independent reproduction.

### SkillWeave (ASVD replacement)

AlpacaEval2 Score: 47. Result ID: 6a101405fbc373592c090e1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### Twin-Merging r512

AlpacaEval2 Score: 46.6. Result ID: 6a101405fbc373592c090e10.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea66883.md>)

Recorded evaluation configuration: {"#Params":"14.1B"}. This record does not assert independent reproduction.

### Qwen2-57BA14B-it

AlpacaEval2 Score: 46.4. Result ID: 6a101405fbc373592c090e06.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"52B"}. This record does not assert independent reproduction.

### Self-Rewarding

AlpacaEval2 Score: 46.4. Result ID: 6a101405fbc373592c090e14.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745e6.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Routed LoRA r512

AlpacaEval2 Score: 41. Result ID: 6a101405fbc373592c090e0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa723c1e209131cea55288.md>)

Recorded evaluation configuration: {"#Params":"14.1B"}. This record does not assert independent reproduction.

### Qwen1.5-72B-Chat

AlpacaEval2 Score: 40.6. Result ID: 6a101405fbc373592c090e03.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"72B"}. This record does not assert independent reproduction.

### Sequentially MTL

AlpacaEval2 Score: 39.2. Result ID: 6a101405fbc373592c090e17.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Self-MoE

AlpacaEval2 Score: 38.8. Result ID: 6a101405fbc373592c090e0b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75121e209131cea6582c.md>)

Recorded evaluation configuration: {"#Params":"9B"}. This record does not assert independent reproduction.

### Jointly MTL

AlpacaEval2 Score: 37.9. Result ID: 6a101405fbc373592c090e16.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Qwen2.5-14B

AlpacaEval2 Score: 36.4. Result ID: 6a101405fbc373592c090e05.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"14B"}. This record does not assert independent reproduction.

### SkillWeave (Self-Specialize replacement)

AlpacaEval2 Score: 35.6. Result ID: 6a101405fbc373592c090e1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"10B"}. This record does not assert independent reproduction.

### PCB-Merge+DARE

AlpacaEval2 Score: 35. Result ID: 6a101405fbc373592c090e0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d4aa.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### PCB-Merging

AlpacaEval2 Score: 34.8. Result ID: 6a101405fbc373592c090e09.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75171e209131cea65b2a.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Ties-Merging

AlpacaEval2 Score: 33.9. Result ID: 6a101405fbc373592c090e08.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecd8.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### FuseLLM

AlpacaEval2 Score: 32.5. Result ID: 6a101405fbc373592c090e12.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c62.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Task Arithmetic

AlpacaEval2 Score: 29.2. Result ID: 6a101405fbc373592c090e07.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### Llama3.1-8B-Instruct

AlpacaEval2 Score: 28.3. Result ID: 6a101405fbc373592c090e02.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"8B"}. This record does not assert independent reproduction.

### FuseChat3.0

AlpacaEval2 Score: 27.1. Result ID: 6a101405fbc373592c090e87.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774d1e209131cea72664.md>)

Recorded evaluation configuration: {"#Params":"1.48B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

### SkillWeave

AlpacaEval2 Score: 12.5. Result ID: 6a101405fbc373592c090e88.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"1.42B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

### PEFT

AlpacaEval2 Score: 12.1. Result ID: 6a101405fbc373592c090e89.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"#Params":"1.42B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

### self-rewarding

AlpacaEval2 Score: 11.9. Result ID: 6a101405fbc373592c090e85.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745e6.md>)

Recorded evaluation configuration: {"#Params":"1.15B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

### Twin-merging

AlpacaEval2 Score: 11.5. Result ID: 6a101405fbc373592c090e86.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea66883.md>)

Recorded evaluation configuration: {"#Params":"1.48B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

### Llama3.2-1B-Instruct

AlpacaEval2 Score: 9.7. Result ID: 6a101405fbc373592c090e84.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2fdf984739ed6739c8c.md>)

Recorded evaluation configuration: {"#Params":"1.15B","Backbone":"Llama-3.2-1B-Instruct"}. This record does not assert independent reproduction.

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