# Proposer Evaluation on MoleculeNet Tox21 3.5% prevalence (random)

Source: [Proposer Evaluation on MoleculeNet Tox21 3.5% prevalence (random)](<https://www.sota2.com/research/sota/proposer-evaluation-on-moleculenet-tox21-3-5-percent-prevalence-random>)

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

Data updated: 2026-03-16T09:39:23.032Z

Evaluation of model performance on the Tox21 dataset subset defined by 3.5% prevalence sampling, using the DQS metric.

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 | Proposer Evaluation |
| Dataset (including any stated split) | MoleculeNet Tox21 3.5% prevalence (random) |
| Metric | DQS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

- [DQS](<https://www.sota2.com/research/sota/proposer-evaluation-on-moleculenet-tox21-3-5-percent-prevalence-random.md?metric=DQS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | DQS | Result date | Report paper |
| --- | --- | --- | --- |
| Informed-Prior | 0.046 | Not recorded | 69b78e930636e5bf4afbdc1e |
| BSDS-1Round | 0.054 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Retrieval | 0.058 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Greedy-ML | 0.086 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Ensemble | 0.112 | Not recorded | 69b78e930636e5bf4afbdc1e |
| BSDS-NoAug | 0.127 | Not recorded | 69b78e930636e5bf4afbdc1e |
| BSDS-Recursive | 0.137 | Not recorded | 69b78e930636e5bf4afbdc1e |
| BSDS-Guided | 0.144 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Greedy-MLP-NN | 0.177 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Generative | 0.624 | Not recorded | 69b78e930636e5bf4afbdc1e |
| Random | 0.817 | Not recorded | 69b78e930636e5bf4afbdc1e |

### Informed-Prior

DQS: 0.046. Result ID: 69b7ced847f34ce9249fd897.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### BSDS-1Round

DQS: 0.054. Result ID: 69b7ced847f34ce9249fd89e.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### Retrieval

DQS: 0.058. Result ID: 69b7ced847f34ce9249fd898.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

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

### Greedy-ML

DQS: 0.086. Result ID: 69b7ced847f34ce9249fd896.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### Ensemble

DQS: 0.112. Result ID: 69b7ced847f34ce9249fd89b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### BSDS-NoAug

DQS: 0.127. Result ID: 69b7ced847f34ce9249fd89d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### BSDS-Recursive

DQS: 0.137. Result ID: 69b7ced847f34ce9249fd89c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### BSDS-Guided

DQS: 0.144. Result ID: 69b7ced847f34ce9249fd89a.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### Greedy-MLP-NN

DQS: 0.177. Result ID: 69b7ced847f34ce9249fd89f.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### Generative

DQS: 0.624. Result ID: 69b7ced847f34ce9249fd899.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

### Random

DQS: 0.817. Result ID: 69b7ced847f34ce9249fd895.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e930636e5bf4afbdc1e.md>)

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

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