# Redaction Faithfulness on SNLI Source: [Redaction Faithfulness on SNLI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:11.282Z Evaluation of model faithfulness specifically concerning input redaction on the Stanford Natural Language Inference (SNLI) dataset, measured by the 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 | Redaction 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | Faithfulness Score | Result date | Report paper | | --- | --- | --- | --- | | Tulu-2 7B | 0.355 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.335 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.317 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.306 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.282 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.244 | Not recorded | 6937ad576cfd488761a4ec96 | ### Tulu-2 7B Faithfulness Score: 0.355. Result ID: 6996c82b5698665ec413d38f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"w/ Explanations","Word Constraint":"One-word"}. This record does not assert independent reproduction. ### Tulu-2 13B Faithfulness Score: 0.335. Result ID: 6996c82b5698665ec413d391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"w/ Predictions","Word Constraint":"One-word"}. This record does not assert independent reproduction. ### Tulu-2 13B Faithfulness Score: 0.317. Result ID: 6996c82b5698665ec413d390. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"No-Training","Word Constraint":"One-word"}. This record does not assert independent reproduction. ### Tulu-2 13B Faithfulness Score: 0.306. Result ID: 6996c82b5698665ec413d392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"w/ Explanations","Word Constraint":"One-word"}. This record does not assert independent reproduction. ### Tulu-2 7B Faithfulness Score: 0.282. Result ID: 6996c82b5698665ec413d38e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"w/ Predictions","Word Constraint":"One-word"}. This record does not assert independent reproduction. ### Tulu-2 7B Faithfulness Score: 0.244. Result ID: 6996c82b5698665ec413d38d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"No-Training","Word Constraint":"One-word"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.