# Entity Disambiguation on Entity Disambiguation Suite (AIDA, MSNBC, AQUAINT, ACE2004, CWEB, WIKI) Source: [Entity Disambiguation on Entity Disambiguation Suite (AIDA, MSNBC, AQUAINT, ACE2004, CWEB, WIKI)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:27.215Z Evaluation of Entity Disambiguation performance across the combined suite of datasets: AIDA, MSNBC, AQUAINT, ACE2004, CWEB, and WIKI. 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 | Entity Disambiguation | | Dataset (including any stated split) | Entity Disambiguation Suite (AIDA, MSNBC, AQUAINT, ACE2004, CWEB, WIKI) | | Metric | AIDA ED Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [AIDA ED Score](): Higher is better; unit: PERCENT. - [MSNBC ED Score](): Higher is better; unit: PERCENT. - [AQUAINT ED Score](): Higher is better; unit: PERCENT. - [ACE2004 ED Score](): Higher is better; unit: PERCENT. - [CWEB ED Score](): Higher is better; unit: PERCENT. - [WIKI ED Score](): Higher is better; unit: PERCENT. - [Overall ED Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AIDA ED Score | Result date | Report paper | | --- | --- | --- | --- | | BART-large+KILMDU | 86.2 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-large+KILM | 84.6 | Not recorded | 68fa6e991e209131cea40fe0 | | CM3-large | 80.1 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base+KILM | 80 | Not recorded | 68fa6e991e209131cea40fe0 | | CM3-medium | 78 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-large | 34.4 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base | 33.8 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base+Merge | 28.2 | Not recorded | 68fa6e991e209131cea40fe0 | ### BART-large+KILMDU AIDA ED Score: 86.2. Result ID: 699049543a6c314849ff7857. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BART-large","Parameters":"406M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### BART-large+KILM AIDA ED Score: 84.6. Result ID: 699049543a6c314849ff7856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BART-large","Parameters":"406M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### CM3-large AIDA ED Score: 80.1. Result ID: 699049543a6c314849ff7851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CM3","Parameters":"13,000M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### BART-base+KILM AIDA ED Score: 80. Result ID: 699049543a6c314849ff7854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BART-base","Parameters":"139M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### CM3-medium AIDA ED Score: 78. Result ID: 699049543a6c314849ff7850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CM3","Parameters":"2,700M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### BART-large AIDA ED Score: 34.4. Result ID: 699049543a6c314849ff7855. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BART-large","Parameters":"406M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### BART-base AIDA ED Score: 33.8. Result ID: 699049543a6c314849ff7852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BART-base","Parameters":"139M","Zero-shot evaluation":true}. This record does not assert independent reproduction. ### BART-base+Merge AIDA ED Score: 28.2. Result ID: 699049543a6c314849ff7853. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BART-base","Parameters":"139M","Zero-shot evaluation":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.