# Event Mention Identification on M2E2 image-only Source: [Event Mention Identification on M2E2 image-only]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:47.590Z Evaluation of Event Mention Identification performance on the image-only subset of the M2E2 dataset, measured by Precision, Recall, and F1 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 | Event Mention Identification | | Dataset (including any stated split) | M2E2 image-only | | Metric | Precision (%) | | 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 - [Precision (%)](): Higher is better; unit: PERCENT. - [Recall (%)](): Higher is better; unit: PERCENT. - [F1 Score (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision (%) | Result date | Report paper | | --- | --- | --- | --- | | RMPL (Mc) | 83.6 | Not recorded | 6993f5f29ebc499c97409985 | | RMPL (Mb) | 80.2 | Not recorded | 6993f5f29ebc499c97409985 | | RMPL (Ma) | 80.1 | Not recorded | 6993f5f29ebc499c97409985 | | X-MTL | 73.1 | Not recorded | 6993f5f29ebc499c97409985 | | FSMEE | 69.6 | Not recorded | 6993f5f29ebc499c97409985 | | KE-MME | 69.3 | Not recorded | 6993f5f29ebc499c97409985 | | MGIM | 55.7 | Not recorded | 6993f5f29ebc499c97409985 | | MMUTF | 55.1 | Not recorded | 6993f5f29ebc499c97409985 | | UniCL | 54.6 | Not recorded | 6993f5f29ebc499c97409985 | | CAMEL | 52.1 | Not recorded | 6993f5f29ebc499c97409985 | | WASE\_obj | 43.1 | Not recorded | 6993f5f29ebc499c97409985 | | CLIP-EVENT | 41.3 | Not recorded | 6993f5f29ebc499c97409985 | | WASE\_att | 32.3 | Not recorded | 6993f5f29ebc499c97409985 | | FLAT | 27.1 | Not recorded | 6993f5f29ebc499c97409985 | ### RMPL (Mc) Precision (%): 83.6. Result ID: 699a7aa45698665ec40405d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### RMPL (Mb) Precision (%): 80.2. Result ID: 699a7aa45698665ec40405d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL3\_5-8B"}. This record does not assert independent reproduction. ### RMPL (Ma) Precision (%): 80.1. Result ID: 699a7aa45698665ec40405d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### X-MTL Precision (%): 73.1. Result ID: 699a7aa45698665ec40405d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FSMEE Precision (%): 69.6. Result ID: 699a7aa45698665ec40405d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KE-MME Precision (%): 69.3. Result ID: 699a7aa45698665ec40405d2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MGIM Precision (%): 55.7. Result ID: 699a7aa45698665ec40405ce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMUTF Precision (%): 55.1. Result ID: 699a7aa45698665ec40405cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniCL Precision (%): 54.6. Result ID: 699a7aa45698665ec40405cc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAMEL Precision (%): 52.1. Result ID: 699a7aa45698665ec40405cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE\_obj Precision (%): 43.1. Result ID: 699a7aa45698665ec40405ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-EVENT Precision (%): 41.3. Result ID: 699a7aa45698665ec40405cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE\_att Precision (%): 32.3. Result ID: 699a7aa45698665ec40405c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FLAT Precision (%): 27.1. Result ID: 699a7aa45698665ec40405c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.