# Uncertainty-guided selective generation on OK-VQA (val)

Source: [Uncertainty-guided selective generation on OK-VQA (val)](<https://www.sota2.com/research/sota/uncertainty-guided-selective-generation-on-ok-vqa-val>)

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

Data updated: 2026-04-21T10:45:47.318Z

Evaluation of model performance on the validation split of the OK-VQA dataset, focusing on Uncertainty-guided selective generation, measured using various AUARC metrics related to entropy and perplexity.

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 | Uncertainty-guided selective generation |
| Dataset (including any stated split) | OK-VQA (val) |
| Metric | AUARC (Token Entropy) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [AUARC (Token Entropy)](<https://www.sota2.com/research/sota/uncertainty-guided-selective-generation-on-ok-vqa-val.md?metric=AUARC%20(Token%20Entropy)>): Higher is better; unit: SCALAR.

- [AUARC (Perplexity)](<https://www.sota2.com/research/sota/uncertainty-guided-selective-generation-on-ok-vqa-val.md?metric=AUARC%20(Perplexity)>): Higher is better; unit: SCALAR.

- [AUARC (Predictive Entropy)](<https://www.sota2.com/research/sota/uncertainty-guided-selective-generation-on-ok-vqa-val.md?metric=AUARC%20(Predictive%20Entropy)>): Higher is better; unit: SCALAR.

- [AUARC (Semantic Entropy)](<https://www.sota2.com/research/sota/uncertainty-guided-selective-generation-on-ok-vqa-val.md?metric=AUARC%20(Semantic%20Entropy)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUARC (Token Entropy) | Result date | Report paper |
| --- | --- | --- | --- |
| UA-CLM | 0.5989 | Not recorded | 68fa75fe1e209131cea6acc0 |
| CLM | 0.5809 | Not recorded | 68fa75fe1e209131cea6acc0 |

### UA-CLM

AUARC (Token Entropy): 0.5989. Result ID: 69e7542047f34ce924ce574b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fe1e209131cea6acc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75fe1e209131cea6acc0.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B"}. This record does not assert independent reproduction.

### CLM

AUARC (Token Entropy): 0.5809. Result ID: 69e7542047f34ce924ce574a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fe1e209131cea6acc0.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B"}. This record does not assert independent reproduction.

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