# Language Generation on Dolly databricks 15k (test)

Source: [Language Generation on Dolly databricks 15k (test)](<https://www.sota2.com/research/sota/language-generation-on-dolly-databricks-15k-test>)

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

Data updated: 2026-03-05T08:49:25.603Z

Evaluation of language generation capabilities using the test split of the Databricks Dolly 15k dataset, typically measured using ROUGE metrics.

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 | Language Generation |
| Dataset (including any stated split) | Dolly databricks 15k (test) |
| Metric | ROUGE-L |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [ROUGE-L](<https://www.sota2.com/research/sota/language-generation-on-dolly-databricks-15k-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-L | Result date | Report paper |
| --- | --- | --- | --- |
| Teacher | 29.7 | Not recorded | 69a90e112d603e6de3e4083f |
| VQAE | 28.2 | Not recorded | 69a90e112d603e6de3e4083f |
| Teacher | 27.6 | Not recorded | 69a90e112d603e6de3e4083f |
| SeqKD | 27.5 | Not recorded | 69a90e112d603e6de3e4083f |
| KD | 27.4 | Not recorded | 69a90e112d603e6de3e4083f |
| SFT w/o KD | 26.3 | Not recorded | 69a90e112d603e6de3e4083f |
| KD | 25.9 | Not recorded | 69a90e112d603e6de3e4083f |
| VQAE | 25.7 | Not recorded | 69a90e112d603e6de3e4083f |
| SeqKD | 25.6 | Not recorded | 69a90e112d603e6de3e4083f |
| SFT w/o KD | 25.4 | Not recorded | 69a90e112d603e6de3e4083f |
| VQAE | 23.5 | Not recorded | 69a90e112d603e6de3e4083f |
| SFT w/o KD | 23.3 | Not recorded | 69a90e112d603e6de3e4083f |
| KD | 22.8 | Not recorded | 69a90e112d603e6de3e4083f |
| SeqKD | 22.7 | Not recorded | 69a90e112d603e6de3e4083f |

### Teacher

ROUGE-L: 29.7. Result ID: 69a943826dbb7075b952d109.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

Recorded evaluation configuration: {"Model":"LLaMA","#Params":"13B"}. This record does not assert independent reproduction.

### VQAE

ROUGE-L: 28.2. Result ID: 69a943826dbb7075b952d10d.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

Recorded evaluation configuration: {"Model":"LLaMA","#Params":"7B"}. This record does not assert independent reproduction.

### Teacher

ROUGE-L: 27.6. Result ID: 69a943826dbb7075b952d100.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"1.5B"}. This record does not assert independent reproduction.

### SeqKD

ROUGE-L: 27.5. Result ID: 69a943826dbb7075b952d10c.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"LLaMA","#Params":"7B"}. This record does not assert independent reproduction.

### KD

ROUGE-L: 27.4. Result ID: 69a943826dbb7075b952d10b.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Model":"LLaMA","#Params":"7B"}. This record does not assert independent reproduction.

### SFT w/o KD

ROUGE-L: 26.3. Result ID: 69a943826dbb7075b952d10a.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"LLaMA","#Params":"7B"}. This record does not assert independent reproduction.

### KD

ROUGE-L: 25.9. Result ID: 69a943826dbb7075b952d106.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"760M"}. This record does not assert independent reproduction.

### VQAE

ROUGE-L: 25.7. Result ID: 69a943826dbb7075b952d108.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"760M"}. This record does not assert independent reproduction.

### SeqKD

ROUGE-L: 25.6. Result ID: 69a943826dbb7075b952d107.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"760M"}. This record does not assert independent reproduction.

### SFT w/o KD

ROUGE-L: 25.4. Result ID: 69a943826dbb7075b952d105.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"760M"}. This record does not assert independent reproduction.

### VQAE

ROUGE-L: 23.5. Result ID: 69a943826dbb7075b952d104.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"120M"}. This record does not assert independent reproduction.

### SFT w/o KD

ROUGE-L: 23.3. Result ID: 69a943826dbb7075b952d101.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"120M"}. This record does not assert independent reproduction.

### KD

ROUGE-L: 22.8. Result ID: 69a943826dbb7075b952d102.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"120M"}. This record does not assert independent reproduction.

### SeqKD

ROUGE-L: 22.7. Result ID: 69a943826dbb7075b952d103.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e4083f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5911c.md>)

[Implementation](<https://aka.ms/MiniLLM>)

Recorded evaluation configuration: {"Model":"GPT-2","#Params":"120M"}. This record does not assert independent reproduction.

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