# Holistic Unstructured Text Generation on UnFine-CF Source: [Holistic Unstructured Text Generation on UnFine-CF]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:02:36.029Z Evaluation of models performing Holistic Unstructured Text Generation on the UnFine-CF 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-CF | | 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 | | --- | --- | --- | --- | | UnKE | 99.28 | Not recorded | 69df1b827d0172140ec7b8b2 | | FABLE | 99.28 | Not recorded | 69df1b827d0172140ec7b8b2 | | FABLE | 99.23 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 98.19 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 97.25 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 97.13 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 83.74 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 81.08 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 80.38 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 77.56 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 71.42 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 70.47 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 29.71 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 25.35 | Not recorded | 69df1b827d0172140ec7b8b2 | ### UnKE Bert-Score: 99.28. Result ID: 69df531347f34ce924c83cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FABLE Bert-Score: 99.28. Result ID: 69df531347f34ce924c83cf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FABLE Bert-Score: 99.23. Result ID: 69df531347f34ce924c83cfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 98.19. Result ID: 69df531347f34ce924c83cf6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 97.25. Result ID: 69df531347f34ce924c83cfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 97.13. Result ID: 69df531347f34ce924c83cfd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 83.74. Result ID: 69df531347f34ce924c83cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 81.08. Result ID: 69df531347f34ce924c83cfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 80.38. Result ID: 69df531347f34ce924c83cf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 77.56. Result ID: 69df531347f34ce924c83cfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 71.42. Result ID: 69df531347f34ce924c83cf1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 70.47. Result ID: 69df531347f34ce924c83cf8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 29.71. Result ID: 69df531347f34ce924c83cf2. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 25.35. Result ID: 69df531347f34ce924c83cf9. [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.