# Lifelong Knowledge Editing on COUNTERFACT Source: [Lifelong Knowledge Editing on COUNTERFACT]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:05.602Z Evaluation of Lifelong Knowledge Editing performance on the COUNTERFACT dataset, measured by Reliability, Generalization, Locality, and Average scores. 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 | Lifelong Knowledge Editing | | Dataset (including any stated split) | COUNTERFACT | | Metric | Reliability | | Unit | SCALAR | | 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 - [Reliability](): Higher is better; unit: SCALAR. - [Generalization](): Higher is better; unit: SCALAR. - [Locality](): Higher is better; unit: SCALAR. - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Reliability | Result date | Report paper | | --- | --- | --- | --- | | EtCon | 67.1 | Not recorded | 69326701d6b0dd334293424a | | ALPHAEDIT | 61 | Not recorded | 69326701d6b0dd334293424a | | EtCon | 59.6 | Not recorded | 69326701d6b0dd334293424a | | FT-M | 27.9 | Not recorded | 69326701d6b0dd334293424a | | FT-M | 3.2 | Not recorded | 69326701d6b0dd334293424a | | GRACE | 2.1 | Not recorded | 69326701d6b0dd334293424a | | GRACE | 1.9 | Not recorded | 69326701d6b0dd334293424a | | WISE | 1.4 | Not recorded | 69326701d6b0dd334293424a | | WISE | 1.3 | Not recorded | 69326701d6b0dd334293424a | | Pre-edit | 1 | Not recorded | 69326701d6b0dd334293424a | | Pre-edit | 0.6 | Not recorded | 69326701d6b0dd334293424a | | MEMIT | 0.3 | Not recorded | 69326701d6b0dd334293424a | | MEMIT | 0 | Not recorded | 69326701d6b0dd334293424a | | ALPHAEDIT | 0 | Not recorded | 69326701d6b0dd334293424a | ### EtCon Reliability: 67.1. Result ID: 6996ccaa5698665ec4188a48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### ALPHAEDIT Reliability: 61. Result ID: 6996ccaa5698665ec4188a45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### EtCon Reliability: 59.6. Result ID: 6996ccaa5698665ec4188a41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### FT-M Reliability: 27.9. Result ID: 6996ccaa5698665ec4188a43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### FT-M Reliability: 3.2. Result ID: 6996ccaa5698665ec4188a3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### GRACE Reliability: 2.1. Result ID: 6996ccaa5698665ec4188a47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### GRACE Reliability: 1.9. Result ID: 6996ccaa5698665ec4188a40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### WISE Reliability: 1.4. Result ID: 6996ccaa5698665ec4188a3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### WISE Reliability: 1.3. Result ID: 6996ccaa5698665ec4188a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### Pre-edit Reliability: 1. Result ID: 6996ccaa5698665ec4188a3b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### Pre-edit Reliability: 0.6. Result ID: 6996ccaa5698665ec4188a42. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### MEMIT Reliability: 0.3. Result ID: 6996ccaa5698665ec4188a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct"}. This record does not assert independent reproduction. ### MEMIT Reliability: 0. Result ID: 6996ccaa5698665ec4188a3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### ALPHAEDIT Reliability: 0. Result ID: 6996ccaa5698665ec4188a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.