# Instruction Tuning on Vicuna

Source: [Instruction Tuning on Vicuna](<https://www.sota2.com/research/sota/instruction-tuning-on-vicuna>)

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

Data updated: 2026-05-12T08:59:40.672Z

Evaluation of model performance on Instruction Tuning using the Vicuna dataset, measured by RougeL 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 | Instruction Tuning |
| Dataset (including any stated split) | Vicuna |
| Metric | RougeL Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [RougeL Score](<https://www.sota2.com/research/sota/instruction-tuning-on-vicuna.md?metric=RougeL%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RougeL Score | Result date | Report paper |
| --- | --- | --- | --- |
| ARMADA | 18.73 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.67 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.44 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.16 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.15 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.15 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 18.01 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 17.92 | Not recorded | 69b2488ed030084c22e2f8d4 |
| ARMADA | 17.84 | Not recorded | 69b2488ed030084c22e2f8d4 |
| SeqKD | 17.74 | Not recorded | 69b2488ed030084c22e2f8d4 |
| Undistilled | 17.59 | Not recorded | 69b2488ed030084c22e2f8d4 |
| S2FT | 7.94 | Not recorded | 6a02b430dbc836b87d8247ce |
| FourierFT | 7.92 | Not recorded | 6a02b430dbc836b87d8247ce |
| LoRA | 7.89 | Not recorded | 6a02b430dbc836b87d8247ce |
| LoRA | 7.89 | Not recorded | 6a02b430dbc836b87d8247ce |
| S2FT | 7.5 | Not recorded | 6a02b430dbc836b87d8247ce |
| FourierFT | 7.49 | Not recorded | 6a02b430dbc836b87d8247ce |
| LoRA | 7.38 | Not recorded | 6a02b430dbc836b87d8247ce |
| LoRA | 7.35 | Not recorded | 6a02b430dbc836b87d8247ce |

### ARMADA

RougeL Score: 18.73. Result ID: 69b285886dbb7075b95d6e89.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-image","Loss Function":"L\_cosine","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.67. Result ID: 69b285886dbb7075b95d6e91.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-audio","Loss Function":"L\_elementwise","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.44. Result ID: 69b285886dbb7075b95d6e8c.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-video","Loss Function":"L\_cosine","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.16. Result ID: 69b285886dbb7075b95d6e8b.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-image","Loss Function":"L\_elementwise","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.15. Result ID: 69b285886dbb7075b95d6e8a.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-image","Loss Function":"L\_euclid","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.15. Result ID: 69b285886dbb7075b95d6e8f.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-audio","Loss Function":"L\_cosine","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 18.01. Result ID: 69b285886dbb7075b95d6e90.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-audio","Loss Function":"L\_euclid","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 17.92. Result ID: 69b285886dbb7075b95d6e8d.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-video","Loss Function":"L\_euclid","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### ARMADA

RougeL Score: 17.84. Result ID: 69b285886dbb7075b95d6e8e.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"text-to-video","Loss Function":"L\_elementwise","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### SeqKD

RougeL Score: 17.74. Result ID: 69b285886dbb7075b95d6e88.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62bb1e209131ce9faed1.md>)

[Implementation](<https://github.com/harvardnlp/seq2seq-attn>)

Recorded evaluation configuration: {"Teacher":"language-only","Distillation Type":"SeqKD","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### Undistilled

RougeL Score: 17.59. Result ID: 69b285886dbb7075b95d6e87.

[Reporting paper](<https://www.sota2.com/research/paper/69b2488ed030084c22e2f8d4.md>)

Recorded evaluation configuration: {"Teacher":"-","Distillation Type":"undistilled","Student Model":"LLaMA-3.2-3B"}. This record does not assert independent reproduction.

### S2FT

RougeL Score: 7.94. Result ID: 6a02ebe447f34ce924e5d5b9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

Recorded evaluation configuration: {"Model":"LLaMA2-13B","# Trainable Parameters":"0.08M"}. This record does not assert independent reproduction.

### FourierFT

RougeL Score: 7.92. Result ID: 6a02ebe447f34ce924e5d5b8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a595.md>)

Recorded evaluation configuration: {"Model":"LLaMA2-13B","# Trainable Parameters":"0.08M"}. This record does not assert independent reproduction.

### LoRA

RougeL Score: 7.89. Result ID: 6a02ebe447f34ce924e5d5b6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

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

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

Recorded evaluation configuration: {"Model":"LLaMA2-13B","# Trainable Parameters":"250.3M","Updating layers other than lm\_head":"true"}. This record does not assert independent reproduction.

### LoRA

RougeL Score: 7.89. Result ID: 6a02ebe447f34ce924e5d5b7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

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

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

Recorded evaluation configuration: {"Model":"LLaMA2-13B","# Trainable Parameters":"52.4M","Updating layers other than lm\_head":"false"}. This record does not assert independent reproduction.

### S2FT

RougeL Score: 7.5. Result ID: 6a02ebe447f34ce924e5d5b5.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

Recorded evaluation configuration: {"Model":"LLaMA2-7B","# Trainable Parameters":"0.064M"}. This record does not assert independent reproduction.

### FourierFT

RougeL Score: 7.49. Result ID: 6a02ebe447f34ce924e5d5b4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a595.md>)

Recorded evaluation configuration: {"Model":"LLaMA2-7B","# Trainable Parameters":"0.064M"}. This record does not assert independent reproduction.

### LoRA

RougeL Score: 7.38. Result ID: 6a02ebe447f34ce924e5d5b2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

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

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

Recorded evaluation configuration: {"Model":"LLaMA2-7B","# Trainable Parameters":"159.9M","Updating layers other than lm\_head":"true"}. This record does not assert independent reproduction.

### LoRA

RougeL Score: 7.35. Result ID: 6a02ebe447f34ce924e5d5b3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b430dbc836b87d8247ce.md>)

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

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

Recorded evaluation configuration: {"Model":"LLaMA2-7B","# Trainable Parameters":"33.5M","Updating layers other than lm\_head":"false"}. This record does not assert independent reproduction.

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