# Entity Disambiguation on Entity Disambiguation Suite (Zero-shot, BLINK Candidates) Source: [Entity Disambiguation on Entity Disambiguation Suite (Zero-shot, BLINK Candidates)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:27.294Z Evaluation of Zero-shot Entity Disambiguation performance across the combined suite (AIDA, MSNBC, AQUAINT, ACE2004, CWEB, WIKI) using candidates generated by the BLINK model on the test split. 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 Zero-shot (AIDA, MSNBC, AQUAINT, ACE2004, CWEB, WIKI) BLINK Candidates (test) | | Metric | AIDA 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 Score](): Higher is better; unit: PERCENT. - [MSNBC Score](): Higher is better; unit: PERCENT. - [AQUAINT Score](): Higher is better; unit: PERCENT. - [ACE2004 Score](): Higher is better; unit: PERCENT. - [CWEB Score](): Higher is better; unit: PERCENT. - [WIKI Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AIDA Score | Result date | Report paper | | --- | --- | --- | --- | | BART-large+KILM\_DU | 82.1 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-large+KILM | 80.1 | Not recorded | 68fa6e991e209131cea40fe0 | | BLINK | 79.6 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-large+KILM\_End | 79.6 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base+KILM | 75.1 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base+Merge | 19.5 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-base | 18.3 | Not recorded | 68fa6e991e209131cea40fe0 | | BART-large | 17.4 | Not recorded | 68fa6e991e209131cea40fe0 | ### BART-large+KILM\_DU AIDA Score: 82.1. Result ID: 699049543a6c314849ff7877. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params":"406M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BART-large+KILM AIDA Score: 80.1. Result ID: 699049543a6c314849ff7876. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params":"406M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BLINK AIDA Score: 79.6. Result ID: 699049543a6c314849ff7871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"336M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BART-large+KILM\_End AIDA Score: 79.6. Result ID: 699049543a6c314849ff7878. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params":"406M","Protocol":"Zero-shot","Candidates":"BLINK","Ablation variant":"KILM\_End"}. This record does not assert independent reproduction. ### BART-base+KILM AIDA Score: 75.1. Result ID: 699049543a6c314849ff7874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params":"139M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BART-base+Merge AIDA Score: 19.5. Result ID: 699049543a6c314849ff7873. [Reporting paper]() Recorded evaluation configuration: {"#Params":"139M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BART-base AIDA Score: 18.3. Result ID: 699049543a6c314849ff7872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"139M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. ### BART-large AIDA Score: 17.4. Result ID: 699049543a6c314849ff7875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"406M","Protocol":"Zero-shot","Candidates":"BLINK"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.