# Event Causal Identification on EventStoryLine Document-level (inter-sentence event pairs) Source: [Event Causal Identification on EventStoryLine Document-level (inter-sentence event pairs)]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:42:47.015Z Evaluation of Event Causal Identification performance on the EventStoryLine dataset, specifically focusing on document-level inter-sentence event pairs, measured using CHR and mAcc. 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 Causal Identification | | Dataset (including any stated split) | EventStoryLine Document-level (inter-sentence event pairs) | | Metric | CHR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [CHR](): Higher is better; unit: PERCENT. - [mAcc](): Higher is better; unit: PERCENT. ## Recorded results | Method | CHR | Result date | Report paper | | --- | --- | --- | --- | | Llama3.2-1B | 93.94 | Not recorded | 69df1bbe7d0172140ec7bb0d | | Qwen2.5-1.5B | 54.52 | Not recorded | 69df1bbe7d0172140ec7bb0d | | Llama3.2-1B | 4.51 | Not recorded | 69df1bbe7d0172140ec7bb0d | | Qwen2.5-1.5B | 1.41 | Not recorded | 69df1bbe7d0172140ec7bb0d | ### Llama3.2-1B CHR: 93.94. Result ID: 69df5d5a47f34ce924c87f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"Vanilla (without any fine-tuning)"}. This record does not assert independent reproduction. ### Qwen2.5-1.5B CHR: 54.52. Result ID: 69df5d5a47f34ce924c87f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"Vanilla (without any fine-tuning)"}. This record does not assert independent reproduction. ### Llama3.2-1B CHR: 4.51. Result ID: 69df5d5a47f34ce924c87f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"Our (fine-tuned using the CoT trace data)"}. This record does not assert independent reproduction. ### Qwen2.5-1.5B CHR: 1.41. Result ID: 69df5d5a47f34ce924c87f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"Our (fine-tuned using the CoT trace data)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.