# Language Modeling on Llama-2 7B (HV, Gap)

Source: [Language Modeling on Llama-2 7B (HV, Gap)](<https://www.sota2.com/research/sota/language-modeling-on-llama-2-7b-hv-gap>)

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

Data updated: 2026-04-13T07:19:34.516Z

Evaluation of the Llama-2 7B model for general language modeling performance, specifically reporting on the HV and Gap 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 Modeling |
| Dataset (including any stated split) | Llama-2 7B |
| Metric | HV Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [HV Score](<https://www.sota2.com/research/sota/language-modeling-on-llama-2-7b-hv-gap.md?metric=HV%20Score>): Higher is better; unit: PERCENT.

- [Gap](<https://www.sota2.com/research/sota/language-modeling-on-llama-2-7b-hv-gap.md?metric=Gap>): Lower is better; unit: PERCENT.

## Recorded results

| Method | HV Score | Result date | Report paper |
| --- | --- | --- | --- |
| CoA-LoRA | 62.9 | Not recorded | 68fa7bb01e209131cea89e6e |
| QLoRA | 59.3 | Not recorded | 68fa7bb01e209131cea89e6e |
| LQ-LoRA | 57.1 | Not recorded | 68fa7bb01e209131cea89e6e |
| Shared-LoRA | 56.8 | Not recorded | 68fa7bb01e209131cea89e6e |
| GPTQ-LoRA | 44.8 | Not recorded | 68fa7bb01e209131cea89e6e |

### CoA-LoRA

HV Score: 62.9. Result ID: 69dc988d47f34ce924c32bd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### QLoRA

HV Score: 59.3. Result ID: 69dc988d47f34ce924c32bd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f6a1e209131cea456e1.md>)

[Implementation](<https://github.com/artidoro/qlora>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LQ-LoRA

HV Score: 57.1. Result ID: 69dc988d47f34ce924c32bd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e31.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Shared-LoRA

HV Score: 56.8. Result ID: 69dc988d47f34ce924c32bd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPTQ-LoRA

HV Score: 44.8. Result ID: 69dc988d47f34ce924c32bd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e6e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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