# Fine-grained Knowledge Recall on UnFine-CF Source: [Fine-grained Knowledge Recall on UnFine-CF]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:02:36.058Z Evaluation of Fine-grained Knowledge Recall performance on the UnFine-CF dataset, measured using Bert-Score, Rouge-L, HR, and CLCS. 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 | Fine-grained Knowledge Recall | | 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. - [HR](): Higher is better; unit: PERCENT. - [CLCS](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bert-Score | Result date | Report paper | | --- | --- | --- | --- | | FABLE | 71.89 | Not recorded | 69df1b827d0172140ec7b8b2 | | FABLE | 56.23 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 30.41 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 30.12 | Not recorded | 69df1b827d0172140ec7b8b2 | | AnyEdit | 29.97 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 29.22 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 28.64 | Not recorded | 69df1b827d0172140ec7b8b2 | | FT-L | 28.01 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 27.89 | Not recorded | 69df1b827d0172140ec7b8b2 | | MEMIT | 27.43 | Not recorded | 69df1b827d0172140ec7b8b2 | | ROME | 27.35 | Not recorded | 69df1b827d0172140ec7b8b2 | | UnKE | 26.97 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 26.37 | Not recorded | 69df1b827d0172140ec7b8b2 | | Pre-edited | 26.18 | Not recorded | 69df1b827d0172140ec7b8b2 | ### FABLE Bert-Score: 71.89. Result ID: 69df531347f34ce924c83d05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FABLE Bert-Score: 56.23. Result ID: 69df531347f34ce924c83d0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 30.41. Result ID: 69df531347f34ce924c83d04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 30.12. Result ID: 69df531347f34ce924c83d00. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AnyEdit Bert-Score: 29.97. Result ID: 69df531347f34ce924c83d0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 29.22. Result ID: 69df531347f34ce924c83d03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 28.64. Result ID: 69df531347f34ce924c83d02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### FT-L Bert-Score: 28.01. Result ID: 69df531347f34ce924c83d07. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 27.89. Result ID: 69df531347f34ce924c83d01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### MEMIT Bert-Score: 27.43. Result ID: 69df531347f34ce924c83d09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### ROME Bert-Score: 27.35. Result ID: 69df531347f34ce924c83d08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### UnKE Bert-Score: 26.97. Result ID: 69df531347f34ce924c83d0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 26.37. Result ID: 69df531347f34ce924c83cff. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### Pre-edited Bert-Score: 26.18. Result ID: 69df531347f34ce924c83d06. [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.