# Explanation Generation on ICEWS05-15 (test) Source: [Explanation Generation on ICEWS05-15 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:18.673Z Evaluation of model performance on generating textual explanations using the test split of the ICEWS05-15 dataset, measured using generation metrics such as BLEU, ROUGE, METEOR, and BertScore. 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 | Explanation Generation | | Dataset (including any stated split) | ICEWS05-15 (test) | | Metric | BLEU-4 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [BLEU-4](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [METEOR](): Higher is better; unit: PERCENT. - [BertScore (F1)](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU-4 | Result date | Report paper | | --- | --- | --- | --- | | GETER | 45.98 | Not recorded | 68fa78a61e209131cea799af | | GETER | 45.07 | Not recorded | 68fa78a61e209131cea799af | | GETER | 44.72 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 43.55 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 43.03 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 42.98 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 28.6 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 28.26 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 27.59 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 22.64 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 10.74 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 10.53 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 10.08 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 7.95 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 7.81 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 7.24 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 2.27 | Not recorded | 68fa78a61e209131cea799af | ### GETER BLEU-4: 45.98. Result ID: 699598913badfaffe693d0fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Llama3-8B-Instruct"}. This record does not assert independent reproduction. ### GETER BLEU-4: 45.07. Result ID: 699598913badfaffe693d106. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Mistral-7B-Instruct"}. This record does not assert independent reproduction. ### GETER BLEU-4: 44.72. Result ID: 699598913badfaffe693d101. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct BLEU-4: 43.55. Result ID: 699598913badfaffe693d100. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":true}. This record does not assert independent reproduction. ### Mistral-7B-Instruct BLEU-4: 43.03. Result ID: 699598913badfaffe693d105. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":true}. This record does not assert independent reproduction. ### Llama3-8B-Instruct BLEU-4: 42.98. Result ID: 699598913badfaffe693d0fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":true}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct BLEU-4: 28.6. Result ID: 699598913badfaffe693d0ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":false}. This record does not assert independent reproduction. ### Mistral-7B-Instruct BLEU-4: 28.26. Result ID: 699598913badfaffe693d104. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":false}. This record does not assert independent reproduction. ### Llama3-8B-Instruct BLEU-4: 27.59. Result ID: 699598913badfaffe693d0fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"LoRA","reasoning\_chains":false}. This record does not assert independent reproduction. ### GPT-4o BLEU-4: 22.64. Result ID: 699598913badfaffe693d0f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":true}. This record does not assert independent reproduction. ### GPT-4o BLEU-4: 10.74. Result ID: 699598913badfaffe693d0f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":false}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct BLEU-4: 10.53. Result ID: 699598913badfaffe693d0fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":true}. This record does not assert independent reproduction. ### Llama3-8B-Instruct BLEU-4: 10.08. Result ID: 699598913badfaffe693d0f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":true}. This record does not assert independent reproduction. ### Mistral-7B-Instruct BLEU-4: 7.95. Result ID: 699598913badfaffe693d103. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":true}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct BLEU-4: 7.81. Result ID: 699598913badfaffe693d0fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":false}. This record does not assert independent reproduction. ### Mistral-7B-Instruct BLEU-4: 7.24. Result ID: 699598913badfaffe693d102. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":false}. This record does not assert independent reproduction. ### Llama3-8B-Instruct BLEU-4: 2.27. Result ID: 699598913badfaffe693d0f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_protocol":"zero-shot","reasoning\_chains":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.