# Grounded Multimodal Entity Recognition on Twitter-FMNERG (test) Source: [Grounded Multimodal Entity Recognition on Twitter-FMNERG (test)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:15:35.596Z Evaluation of Grounded Multimodal Entity Recognition performance on the test split of the Twitter-FMNERG dataset, reporting metrics including GMNER, MNER, and EEG. 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 | Grounded Multimodal Entity Recognition | | Dataset (including any stated split) | Twitter-FMNERG (test) | | Metric | GMNER | | 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 - [GMNER](): Higher is better; unit: PERCENT. - [MNER](): Higher is better; unit: PERCENT. - [EEG](): Higher is better; unit: PERCENT. ## Recorded results | Method | GMNER | Result date | Report paper | | --- | --- | --- | --- | | MAKAR | 60.54 | Not recorded | 69e7049c7d0172140ec7ed5c | | E2E-GMNER-7B | 54.32 | Not recorded | 69e7049c7d0172140ec7ed5c | | GEM | 50.54 | Not recorded | 69e7049c7d0172140ec7ed5c | | UnCo | 48.17 | Not recorded | 69e7049c7d0172140ec7ed5c | | MQSPN | 47.86 | Not recorded | 69e7049c7d0172140ec7ed5c | | GMDA | 47.37 | Not recorded | 69e7049c7d0172140ec7ed5c | | TIGER | 47.2 | Not recorded | 69e7049c7d0172140ec7ed5c | | H-Index | 46.55 | Not recorded | 69e7049c7d0172140ec7ed5c | | MMT5 / BARTMNER-OD-EVG | 45.21 | Not recorded | 69e7049c7d0172140ec7ed5c | | ITA-OD-EVG | 42.78 | Not recorded | 69e7049c7d0172140ec7ed5c | | UMGF-OD-EVG | 41.92 | Not recorded | 69e7049c7d0172140ec7ed5c | | UMT-OD-EVG | 41.32 | Not recorded | 69e7049c7d0172140ec7ed5c | | GVATT-OD-EVG | 40.32 | Not recorded | 69e7049c7d0172140ec7ed5c | | GPT4o | 32.37 | Not recorded | 69e7049c7d0172140ec7ed5c | ### MAKAR GMNER: 60.54. Result ID: 69e74d0547f34ce924ce1dfd. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Augmentation":"true"}. This record does not assert independent reproduction. ### E2E-GMNER-7B GMNER: 54.32. Result ID: 69e74d0547f34ce924ce1e08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GEM GMNER: 50.54. Result ID: 69e74d0547f34ce924ce1dfc. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Augmentation":"true"}. This record does not assert independent reproduction. ### UnCo GMNER: 48.17. Result ID: 69e74d0547f34ce924ce1e07. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MQSPN GMNER: 47.86. Result ID: 69e74d0547f34ce924ce1e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GMDA GMNER: 47.37. Result ID: 69e74d0547f34ce924ce1dfb. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Augmentation":"true"}. This record does not assert independent reproduction. ### TIGER GMNER: 47.2. Result ID: 69e74d0547f34ce924ce1e05. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H-Index GMNER: 46.55. Result ID: 69e74d0547f34ce924ce1e04. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMT5 / BARTMNER-OD-EVG GMNER: 45.21. Result ID: 69e74d0547f34ce924ce1e03. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ITA-OD-EVG GMNER: 42.78. Result ID: 69e74d0547f34ce924ce1e02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMGF-OD-EVG GMNER: 41.92. Result ID: 69e74d0547f34ce924ce1e01. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMT-OD-EVG GMNER: 41.32. Result ID: 69e74d0547f34ce924ce1e00. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GVATT-OD-EVG GMNER: 40.32. Result ID: 69e74d0547f34ce924ce1dff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT4o GMNER: 32.37. Result ID: 69e74d0547f34ce924ce1dfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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