# Holistic Unstructured Text Generation on UnFine-MQ Source: [Holistic Unstructured Text Generation on UnFine-MQ]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:02:36.088Z Evaluation of models performing Holistic Unstructured Text Generation on the UnFine-MQ 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-MQ | | 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 | 98.84 | Not recorded | 69df1b827d0172140ec7b8b2 | | FABLE | 98.71 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 98.23 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 97.53 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 96.45 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 94.88 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 79.44 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 78.86 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 75.39 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 74.04 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 69.67 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 69.08 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 23.03 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 22.65 | Not recorded | 69df1b827d0172140ec7b8b2 | ### FABLE Bert-Score: 98.84. Result ID: 69df531347f34ce924c83d1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### FABLE Bert-Score: 98.71. Result ID: 69df531347f34ce924c83d13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 98.23. Result ID: 69df531347f34ce924c83d11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 97.53. Result ID: 69df531347f34ce924c83d12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 96.45. Result ID: 69df531347f34ce924c83d19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 94.88. Result ID: 69df531347f34ce924c83d18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 79.44. Result ID: 69df531347f34ce924c83d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 78.86. Result ID: 69df531347f34ce924c83d10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 75.39. Result ID: 69df531347f34ce924c83d16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 74.04. Result ID: 69df531347f34ce924c83d0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 69.67. Result ID: 69df531347f34ce924c83d0d. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 69.08. Result ID: 69df531347f34ce924c83d14. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 23.03. Result ID: 69df531347f34ce924c83d15. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 22.65. Result ID: 69df531347f34ce924c83d0e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.