# Attribution Faithfulness on Sent140 Source: [Attribution Faithfulness on Sent140]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:11.070Z Evaluation of model attribution faithfulness on the Sent140 dataset using the Faithfulness score 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 | Attribution Faithfulness | | Dataset (including any stated split) | Sent140 | | Metric | Faithfulness Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 13B | 0.595 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.303 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.3 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.271 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.27 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.255 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.241 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.204 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.173 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.141 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.14 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.129 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.126 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.12 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.11 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.102 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 7B | 0.099 | Not recorded | 6937ad576cfd488761a4ec96 | | Tulu-2 13B | 0.08 | Not recorded | 6937ad576cfd488761a4ec96 | ### Tulu-2 13B Faithfulness Score: 0.595. Result ID: 6996c82b5698665ec413d39e. [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: 0.303. Result ID: 6996c82b5698665ec413d39c. [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 7B Faithfulness Score: 0.3. Result ID: 6996c82b5698665ec413d377. [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: 0.271. Result ID: 6996c82b5698665ec413d389. [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: 0.27. Result ID: 6996c82b5698665ec413d39d. [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: 0.255. Result ID: 6996c82b5698665ec413d37a. [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: 0.241. Result ID: 6996c82b5698665ec413d39b. [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: 0.204. Result ID: 6996c82b5698665ec413d38c. [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: 0.173. Result ID: 6996c82b5698665ec413d399. [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: 0.141. Result ID: 6996c82b5698665ec413d379. [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: 0.14. Result ID: 6996c82b5698665ec413d378. [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 7B Faithfulness Score: 0.129. Result ID: 6996c82b5698665ec413d39a. [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: 0.126. Result ID: 6996c82b5698665ec413d376. [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: 0.12. Result ID: 6996c82b5698665ec413d375. [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: 0.11. Result ID: 6996c82b5698665ec413d38a. [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 7B Faithfulness Score: 0.102. Result ID: 6996c82b5698665ec413d387. [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 7B Faithfulness Score: 0.099. Result ID: 6996c82b5698665ec413d388. [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: 0.08. Result ID: 6996c82b5698665ec413d38b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Setup":"w/ Predictions","Word Constraint":"One-word"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.