# Event Mention Identification on M2E2 text-only Source: [Event Mention Identification on M2E2 text-only]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:52:33.760Z Evaluation of Event Mention Identification performance on the text-only version of the M2E2 dataset, typically measured using 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 text-only | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 (Ma) | 85.6 | Not recorded | 6993f5f29ebc499c97409985 | | RMPL (Mb) | 83.7 | Not recorded | 6993f5f29ebc499c97409985 | | RMPL (Mc) | 82.7 | Not recorded | 6993f5f29ebc499c97409985 | | KE-MME | 82.1 | Not recorded | 6993f5f29ebc499c97409985 | | ECHO | 63.7 | Not recorded | 69afa57f2d603e6de3e439f7 | | ECHO | 62.3 | Not recorded | 69afa57f2d603e6de3e439f7 | | ECHO | 62 | Not recorded | 69afa57f2d603e6de3e439f7 | | ECHO | 61.6 | Not recorded | 69afa57f2d603e6de3e439f7 | | ECHO | 60.9 | Not recorded | 69afa57f2d603e6de3e439f7 | | MGIM | 50.1 | Not recorded | 6993f5f29ebc499c97409985 | | X-MTL | 49.7 | Not recorded | 6993f5f29ebc499c97409985 | | X-MTL | 49.7 | Not recorded | 69afa57f2d603e6de3e439f7 | | UniCL | 49.1 | Not recorded | 6993f5f29ebc499c97409985 | | UniCL | 49.1 | Not recorded | 69afa57f2d603e6de3e439f7 | | MMUTF | 48.5 | Not recorded | 6993f5f29ebc499c97409985 | | MMUTF | 48.5 | Not recorded | 69afa57f2d603e6de3e439f7 | | CAMEL | 45.1 | Not recorded | 6993f5f29ebc499c97409985 | | CAMEL | 45.1 | Not recorded | 69afa57f2d603e6de3e439f7 | | WASE\_obj | 42.8 | Not recorded | 6993f5f29ebc499c97409985 | | WASE-obj | 42.8 | Not recorded | 69afa57f2d603e6de3e439f7 | | WASE-T | 42.3 | Not recorded | 69afa57f2d603e6de3e439f7 | | WASE\_att | 37.6 | Not recorded | 6993f5f29ebc499c97409985 | | WASE-att | 37.6 | Not recorded | 69afa57f2d603e6de3e439f7 | | FLAT | 34.2 | Not recorded | 6993f5f29ebc499c97409985 | | Flat | 34.2 | Not recorded | 69afa57f2d603e6de3e439f7 | | FSMEE | 13.3 | Not recorded | 6993f5f29ebc499c97409985 | ### RMPL (Ma) Precision: 85.6. Result ID: 699a7aa45698665ec40405c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### RMPL (Mb) Precision: 83.7. Result ID: 699a7aa45698665ec40405c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL3\_5-8B"}. This record does not assert independent reproduction. ### RMPL (Mc) Precision: 82.7. Result ID: 699a7aa45698665ec40405c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### KE-MME Precision: 82.1. Result ID: 699a7aa45698665ec40405c4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECHO Precision: 63.7. Result ID: 69afcda56dbb7075b957ea6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### ECHO Precision: 62.3. Result ID: 69afcda56dbb7075b957ea6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### ECHO Precision: 62. Result ID: 69afcda56dbb7075b957ea6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### ECHO Precision: 61.6. Result ID: 69afcda56dbb7075b957ea6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction. ### ECHO Precision: 60.9. Result ID: 69afcda56dbb7075b957ea6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### MGIM Precision: 50.1. Result ID: 699a7aa45698665ec40405c0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### X-MTL Precision: 49.7. Result ID: 699a7aa45698665ec40405c2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### X-MTL Precision: 49.7. Result ID: 69afcda56dbb7075b957ea69. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniCL Precision: 49.1. Result ID: 699a7aa45698665ec40405be. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniCL Precision: 49.1. Result ID: 69afcda56dbb7075b957ea66. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMUTF Precision: 48.5. Result ID: 699a7aa45698665ec40405c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMUTF Precision: 48.5. Result ID: 69afcda56dbb7075b957ea67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAMEL Precision: 45.1. Result ID: 699a7aa45698665ec40405bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAMEL Precision: 45.1. Result ID: 69afcda56dbb7075b957ea68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE\_obj Precision: 42.8. Result ID: 699a7aa45698665ec40405bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE-obj Precision: 42.8. Result ID: 69afcda56dbb7075b957ea65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE-T Precision: 42.3. Result ID: 69afcda56dbb7075b957ea63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE\_att Precision: 37.6. Result ID: 699a7aa45698665ec40405bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WASE-att Precision: 37.6. Result ID: 69afcda56dbb7075b957ea64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FLAT Precision: 34.2. Result ID: 699a7aa45698665ec40405bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flat Precision: 34.2. Result ID: 69afcda56dbb7075b957ea62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FSMEE Precision: 13.3. Result ID: 699a7aa45698665ec40405c3. [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.