# Event Extraction on CASIE Source: [Event Extraction on CASIE]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:02:11.641Z Evaluation of Event Extraction performance on the CASIE dataset, measured using Event Trigger F1 and Event Argument 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 Extraction | | Dataset (including any stated split) | CASIE | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Event Trigger F1](): Higher is better; unit: PERCENT. - [Event Argument F1](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | BERT | 68.98 | Not recorded | 68fa79061e209131cea7bc57 | | BERT | 68.98 | Not recorded | 68fa79061e209131cea7bc57 | | GoLLIE | 65.5 | Not recorded | 68fa72791e209131cea5699b | | KnowCoder-X | 63.91 | Not recorded | 68fa79061e209131cea7bc57 | | KnowCoder-X | 63.91 | Not recorded | 68fa79061e209131cea7bc57 | | YAYI-UIE | 63 | Not recorded | 68fa79061e209131cea7bc57 | | YAYI-UIE | 63 | Not recorded | 68fa79061e209131cea7bc57 | | GoLLIE | 62.2 | Not recorded | 68fa72791e209131cea5699b | | IEPILE | 60.07 | Not recorded | 68fa79061e209131cea7bc57 | | IEPILE | 60.07 | Not recorded | 68fa79061e209131cea7bc57 | | GoLLIE | 59.3 | Not recorded | 68fa72791e209131cea5699b | | GoLLIE | 59.3 | Not recorded | 68fa72851e209131cea56fe5 | | KnowCoder | 58.2 | Not recorded | 68fa72851e209131cea56fe5 | | GoLLIE | 33.9 | Not recorded | 68fa72791e209131cea5699b | ### BERT F1 Score: 68.98. Result ID: 6995bb823badfaffe6bd0f86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### BERT F1 Score: 68.98. Result ID: 6995bb823badfaffe6bd0fd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Supervised"}. This record does not assert independent reproduction. ### GoLLIE F1 Score: 65.5. Result ID: 69922bf03a6c3148490d0ffb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model size":"34B","Zero-shot":true}. This record does not assert independent reproduction. ### KnowCoder-X F1 Score: 63.91. Result ID: 6995bb823badfaffe6bd0f89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### KnowCoder-X F1 Score: 63.91. Result ID: 6995bb823badfaffe6bd0fd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Supervised"}. This record does not assert independent reproduction. ### YAYI-UIE F1 Score: 63. Result ID: 6995bb823badfaffe6bd0f87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### YAYI-UIE F1 Score: 63. Result ID: 6995bb823badfaffe6bd0fd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Supervised"}. This record does not assert independent reproduction. ### GoLLIE F1 Score: 62.2. Result ID: 69922bf03a6c3148490d0ffa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model size":"13B","Zero-shot":true}. This record does not assert independent reproduction. ### IEPILE F1 Score: 60.07. Result ID: 6995bb823badfaffe6bd0f88. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### IEPILE F1 Score: 60.07. Result ID: 6995bb823badfaffe6bd0fd7. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Supervised"}. This record does not assert independent reproduction. ### GoLLIE F1 Score: 59.3. Result ID: 69922bf03a6c3148490d0ff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### GoLLIE F1 Score: 59.3. Result ID: 69925a453a6c3148490e6062. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### KnowCoder F1 Score: 58.2. Result ID: 69925a453a6c3148490e6063. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Model Size":"7B"}. This record does not assert independent reproduction. ### GoLLIE F1 Score: 33.9. Result ID: 69922bf03a6c3148490d0ff8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model variant":"Baseline","Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.