# Explanation Generation on ICEWS14 (test) Source: [Explanation Generation on ICEWS14 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:18.643Z Evaluation of model performance on generating textual explanations using the test split of the ICEWS14 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) | ICEWS14 (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 | 40.54 | Not recorded | 68fa78a61e209131cea799af | | GETER | 40.21 | Not recorded | 68fa78a61e209131cea799af | | GETER | 39.78 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 39.59 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 39.21 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 38.81 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 28.17 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 28.01 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 27.73 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 22.94 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 11.18 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 10.78 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 9.7 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 9.19 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 7.43 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 7.17 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 4.35 | Not recorded | 68fa78a61e209131cea799af | ### GETER BLEU-4: 40.54. Result ID: 699598913badfaffe693d0da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Llama3-8B-Instruct"}. This record does not assert independent reproduction. ### GETER BLEU-4: 40.21. Result ID: 699598913badfaffe693d0e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Mistral-7B-Instruct"}. This record does not assert independent reproduction. ### GETER BLEU-4: 39.78. Result ID: 699598913badfaffe693d0df. [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: 39.59. Result ID: 699598913badfaffe693d0de. [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: 39.21. Result ID: 699598913badfaffe693d0d9. [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: 38.81. Result ID: 699598913badfaffe693d0e3. [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: 28.17. Result ID: 699598913badfaffe693d0dd. [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: 28.01. Result ID: 699598913badfaffe693d0e2. [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: 27.73. Result ID: 699598913badfaffe693d0d8. [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: 22.94. Result ID: 699598913badfaffe693d0d5. [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: 11.18. Result ID: 699598913badfaffe693d0dc. [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: 10.78. Result ID: 699598913badfaffe693d0d4. [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: 9.7. Result ID: 699598913badfaffe693d0d7. [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: 9.19. Result ID: 699598913badfaffe693d0e1. [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: 7.43. Result ID: 699598913badfaffe693d0db. [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: 7.17. Result ID: 699598913badfaffe693d0e0. [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: 4.35. Result ID: 699598913badfaffe693d0d6. [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.