# Knowledge Editing on AKEW Counterfact (Original questions (Ori.)) Source: [Knowledge Editing on AKEW Counterfact (Original questions (Ori.))]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:43.938Z Evaluation of model performance on Knowledge Editing using the original questions subset of the AKEW Counterfact dataset, measured by Bert Score and Rouge-L. 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 | Knowledge Editing | | Dataset (including any stated split) | AKEW Counterfact (Original questions (Ori.)) | | Metric | Bert Score | | Unit | PERCENT | | 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 - [Bert Score](): Higher is better; unit: PERCENT. - [Rouge-L](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bert Score | Result date | Report paper | | --- | --- | --- | --- | | AnyEdit\* | 99.95 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit\* | 99.63 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 98.62 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit | 98.08 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit | 97.76 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 97.34 | Not recorded | 68fa7bfb1e209131cea8b9dd | ### AnyEdit\* Bert Score: 99.95. Result ID: 698b8d387a967eddb76f875a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit\* Bert Score: 99.63. Result ID: 698b8d387a967eddb76f875d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 98.62. Result ID: 698b8d387a967eddb76f8759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit Bert Score: 98.08. Result ID: 698b8d387a967eddb76f875b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### AnyEdit Bert Score: 97.76. Result ID: 698b8d387a967eddb76f8758. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 97.34. Result ID: 698b8d387a967eddb76f875c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.