# Knowledge Editing on UnKEBench Paraphrased questions (Para.) Source: [Knowledge Editing on UnKEBench Paraphrased questions (Para.)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:43.921Z Evaluation of Knowledge Editing performance using the Paraphrased questions subset of the UnKEBench dataset, measured by metrics such as 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) | UnKEBench Paraphrased questions (Para.) | | Metric | Bert Score | | Unit | PERCENT | | 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 - [Bert Score](): Higher is better; unit: PERCENT. - [Rouge-L](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bert Score | Result date | Report paper | | --- | --- | --- | --- | | AnyEdit | 96.6 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit\* | 94.81 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit\* | 94.7 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AnyEdit | 93.56 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 93.38 | Not recorded | 68fa7bfb1e209131cea8b9dd | | UnKE | 89.17 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AlphaEdit | 78.38 | Not recorded | 68fa7bfb1e209131cea8b9dd | | MEMIT | 76.5 | Not recorded | 68fa7bfb1e209131cea8b9dd | | MEMIT | 74.25 | Not recorded | 68fa7bfb1e209131cea8b9dd | | AlphaEdit | 72.96 | Not recorded | 68fa7bfb1e209131cea8b9dd | | ROME | 71.9 | Not recorded | 68fa7bfb1e209131cea8b9dd | | ROME | 70.54 | Not recorded | 68fa7bfb1e209131cea8b9dd | | Pre-edited | 64.39 | Not recorded | 68fa7bfb1e209131cea8b9dd | | MEND | 64.11 | Not recorded | 68fa7bfb1e209131cea8b9dd | | Pre-edited | 62.73 | Not recorded | 68fa7bfb1e209131cea8b9dd | | MEND | 62.01 | Not recorded | 68fa7bfb1e209131cea8b9dd | | FT-L | 40.33 | Not recorded | 68fa7bfb1e209131cea8b9dd | | FT-L | 37.29 | Not recorded | 68fa7bfb1e209131cea8b9dd | ### AnyEdit Bert Score: 96.6. Result ID: 698b8d387a967eddb76f874c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit\* Bert Score: 94.81. Result ID: 698b8d387a967eddb76f8757. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### AnyEdit\* Bert Score: 94.7. Result ID: 698b8d387a967eddb76f874e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AnyEdit Bert Score: 93.56. Result ID: 698b8d387a967eddb76f8755. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 93.38. Result ID: 698b8d387a967eddb76f874d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### UnKE Bert Score: 89.17. Result ID: 698b8d387a967eddb76f8756. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### AlphaEdit Bert Score: 78.38. Result ID: 698b8d387a967eddb76f8754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### MEMIT Bert Score: 76.5. Result ID: 698b8d387a967eddb76f8753. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### MEMIT Bert Score: 74.25. Result ID: 698b8d387a967eddb76f874a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### AlphaEdit Bert Score: 72.96. Result ID: 698b8d387a967eddb76f874b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### ROME Bert Score: 71.9. Result ID: 698b8d387a967eddb76f8752. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### ROME Bert Score: 70.54. Result ID: 698b8d387a967eddb76f8749. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### Pre-edited Bert Score: 64.39. Result ID: 698b8d387a967eddb76f874f. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### MEND Bert Score: 64.11. Result ID: 698b8d387a967eddb76f8748. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### Pre-edited Bert Score: 62.73. Result ID: 698b8d387a967eddb76f8746. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. ### MEND Bert Score: 62.01. Result ID: 698b8d387a967eddb76f8751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### FT-L Bert Score: 40.33. Result ID: 698b8d387a967eddb76f8750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction. ### FT-L Bert Score: 37.29. Result ID: 698b8d387a967eddb76f8747. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.