# Holistic Unstructured Text Generation on UnFine-UnKE Source: [Holistic Unstructured Text Generation on UnFine-UnKE]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:02:35.964Z Evaluation of models performing Holistic Unstructured Text Generation on the UnFine-UnKE dataset, measured using 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 | Holistic Unstructured Text Generation | | Dataset (including any stated split) | UnFine-UnKE | | Metric | Bert-Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | FABLE | 99.36 | Not recorded | 69df1b827d0172140ec7b8b2 | | FABLE | 98.86 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 98.2 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 97.02 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 96.86 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 96.06 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 81.78 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 81.44 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 79.51 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 78.53 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 72.96 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 71.83 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 33.29 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 28.11 | Not recorded | 69df1b827d0172140ec7b8b2 | ### FABLE Bert-Score: 99.36. Result ID: 69df531347f34ce924c83cdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FABLE Bert-Score: 98.86. Result ID: 69df531347f34ce924c83ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 98.2. Result ID: 69df531347f34ce924c83cd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 97.02. Result ID: 69df531347f34ce924c83ce1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 96.86. Result ID: 69df531347f34ce924c83ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 96.06. Result ID: 69df531347f34ce924c83cda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 81.78. Result ID: 69df531347f34ce924c83cd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 81.44. Result ID: 69df531347f34ce924c83cdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 79.51. Result ID: 69df531347f34ce924c83cd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 78.53. Result ID: 69df531347f34ce924c83cde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 72.96. Result ID: 69df531347f34ce924c83cdc. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 71.83. Result ID: 69df531347f34ce924c83cd5. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 33.29. Result ID: 69df531347f34ce924c83cd6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 28.11. Result ID: 69df531347f34ce924c83cdd. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.