# Counterfactual Explanation Generation on SPECTF

Source: [Counterfactual Explanation Generation on SPECTF](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-spectf>)

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

Data updated: 2026-02-26T06:08:08.409Z

Evaluation of Counterfactual Explanation Generation performance on the SPECTF dataset, measured using metrics such as Validity.

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 | Counterfactual Explanation Generation |
| Dataset (including any stated split) | SPECTF |
| Metric | Validity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Validity](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-spectf.md?metric=Validity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Validity | Result date | Report paper |
| --- | --- | --- | --- |
| DCFO | 100 | Not recorded | 693ba1736cfd488761a55125 |
| Baseline | 96 | Not recorded | 693ba1736cfd488761a55125 |
| Baycon | 88 | Not recorded | 693ba1736cfd488761a55125 |
| EACE | 27 | Not recorded | 693ba1736cfd488761a55125 |

### DCFO

Validity: 100. Result ID: 69996f915698665ec4dd859c.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### Baseline

Validity: 96. Result ID: 69996f915698665ec4dd859f.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### Baycon

Validity: 88. Result ID: 69996f915698665ec4dd859d.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

### EACE

Validity: 27. Result ID: 69996f915698665ec4dd859e.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1736cfd488761a55125.md>)

Recorded evaluation configuration: {"k":20}. This record does not assert independent reproduction.

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