# Knowledge Editing on AKEW Counterfact (Paraphrased questions) Source: [Knowledge Editing on AKEW Counterfact (Paraphrased questions)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:43.950Z Evaluation of Knowledge Editing performance using the AKEW Counterfact dataset focusing on paraphrased questions, 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 (Paraphrased questions) | | 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 | 65.4 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit\* | 64.24 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit | 62.63 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit\* | 60.78 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 59.62 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 59.29 | Not recorded | 68fa7bfb1e209131cea8b9dd | ### AnyEdit Bert Score: 65.4. Result ID: 698b8d387a967eddb76f8761. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### AnyEdit\* Bert Score: 64.24. Result ID: 698b8d387a967eddb76f8760. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit Bert Score: 62.63. Result ID: 698b8d387a967eddb76f875e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit\* Bert Score: 60.78. Result ID: 698b8d387a967eddb76f8763. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 59.62. Result ID: 698b8d387a967eddb76f875f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 59.29. Result ID: 698b8d387a967eddb76f8762. [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.