# Large Language Model Alignment on Anthropic-HH and Honest (test)

Source: [Large Language Model Alignment on Anthropic-HH and Honest (test)](<https://www.sota2.com/research/sota/large-language-model-alignment-on-anthropic-hh-and-honest-test>)

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

Data updated: 2026-03-20T08:24:27.897Z

Evaluation of Large Language Model Alignment capabilities using the test split of the Anthropic-HH and Honest dataset, focusing on helpfulness, harmlessness, and honesty scores.

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 | Large Language Model Alignment |
| Dataset (including any stated split) | Anthropic-HH and Honest (test) |
| Metric | Helpfulness Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Helpfulness Score](<https://www.sota2.com/research/sota/large-language-model-alignment-on-anthropic-hh-and-honest-test.md?metric=Helpfulness%20Score>): Higher is better; unit: SCALAR.

- [Harmlessness Score](<https://www.sota2.com/research/sota/large-language-model-alignment-on-anthropic-hh-and-honest-test.md?metric=Harmlessness%20Score>): Higher is better; unit: SCALAR.

- [Honesty Score](<https://www.sota2.com/research/sota/large-language-model-alignment-on-anthropic-hh-and-honest-test.md?metric=Honesty%20Score>): Higher is better; unit: SCALAR.

- [Average Alignment Score](<https://www.sota2.com/research/sota/large-language-model-alignment-on-anthropic-hh-and-honest-test.md?metric=Average%20Alignment%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Helpfulness Score | Result date | Report paper |
| --- | --- | --- | --- |
| VC-soup | 2.617 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| MODPO | 2.605 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| DPO-Help | 2.371 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| MVA | 2.106 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| LW | 1.776 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| DPO-Honest | 1.457 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| SOUP | 1.277 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| SeqT | 0.334 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| Base | -0.269 | Not recorded | 69bcd45d0636e5bf4afc27ae |
| DPO-Harm | -1.619 | Not recorded | 69bcd45d0636e5bf4afc27ae |

### VC-soup

Helpfulness Score: 2.617. Result ID: 69bd042f47f34ce924a70321.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

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

### MODPO

Helpfulness Score: 2.605. Result ID: 69bd042f47f34ce924a7031f.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74891e209131cea624d3.md>)

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

### DPO-Help

Helpfulness Score: 2.371. Result ID: 69bd042f47f34ce924a70319.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6105d.md>)

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

### MVA

Helpfulness Score: 2.106. Result ID: 69bd042f47f34ce924a70320.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253831d6b0dd334292f572.md>)

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

### LW

Helpfulness Score: 1.776. Result ID: 69bd042f47f34ce924a7031e.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74891e209131cea624d3.md>)

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

### DPO-Honest

Helpfulness Score: 1.457. Result ID: 69bd042f47f34ce924a7031b.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6105d.md>)

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

### SOUP

Helpfulness Score: 1.277. Result ID: 69bd042f47f34ce924a7031d.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e61e209131cea4dcbb.md>)

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

### SeqT

Helpfulness Score: 0.334. Result ID: 69bd042f47f34ce924a7031c.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253831d6b0dd334292f572.md>)

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

### Base

Helpfulness Score: -0.269. Result ID: 69bd042f47f34ce924a70318.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

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

### DPO-Harm

Helpfulness Score: -1.619. Result ID: 69bd042f47f34ce924a7031a.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6105d.md>)

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

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