# Counterfactual Faithfulness on SNLI

Source: [Counterfactual Faithfulness on SNLI](<https://www.sota2.com/research/sota/counterfactual-faithfulness-on-snli>)

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

Data updated: 2026-02-26T05:45:11.297Z

Evaluation of model faithfulness concerning counterfactual perturbations on the Stanford Natural Language Inference (SNLI) dataset, measured using metrics like Faithfulness score.

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 Faithfulness |
| Dataset (including any stated split) | SNLI |
| Metric | Faithfulness Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Faithfulness Score](<https://www.sota2.com/research/sota/counterfactual-faithfulness-on-snli.md?metric=Faithfulness%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Faithfulness Score | Result date | Report paper |
| --- | --- | --- | --- |
| Tulu-2 13B | 0.243 | Not recorded | 6937ad576cfd488761a4ec96 |
| Tulu-2 13B | 0.216 | Not recorded | 6937ad576cfd488761a4ec96 |
| Tulu-2 13B | 0.192 | Not recorded | 6937ad576cfd488761a4ec96 |
| Tulu-2 7B | 0.17 | Not recorded | 6937ad576cfd488761a4ec96 |
| Tulu-2 7B | 0.079 | Not recorded | 6937ad576cfd488761a4ec96 |
| Tulu-2 7B | 0.076 | Not recorded | 6937ad576cfd488761a4ec96 |

### Tulu-2 13B

Faithfulness Score: 0.243. Result ID: 6996c82b5698665ec413d3a2.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"No-Training","Word Constraint":"One-word"}. This record does not assert independent reproduction.

### Tulu-2 13B

Faithfulness Score: 0.216. Result ID: 6996c82b5698665ec413d3a3.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"w/ Predictions","Word Constraint":"One-word"}. This record does not assert independent reproduction.

### Tulu-2 13B

Faithfulness Score: 0.192. Result ID: 6996c82b5698665ec413d3a4.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"w/ Explanations","Word Constraint":"One-word"}. This record does not assert independent reproduction.

### Tulu-2 7B

Faithfulness Score: 0.17. Result ID: 6996c82b5698665ec413d3a1.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"w/ Explanations","Word Constraint":"One-word"}. This record does not assert independent reproduction.

### Tulu-2 7B

Faithfulness Score: 0.079. Result ID: 6996c82b5698665ec413d3a0.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"w/ Predictions","Word Constraint":"One-word"}. This record does not assert independent reproduction.

### Tulu-2 7B

Faithfulness Score: 0.076. Result ID: 6996c82b5698665ec413d39f.

[Reporting paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6937ad576cfd488761a4ec96.md>)

Recorded evaluation configuration: {"Training Setup":"No-Training","Word Constraint":"One-word"}. This record does not assert independent reproduction.

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