# Temporal Reasoning on ICEWS14 (test) Source: [Temporal Reasoning on ICEWS14 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:10.158Z Evaluation of Temporal Reasoning performance on the test split of the ICEWS14 dataset, measured using classification-style metrics like Positive, Negative, Neutral, and Overall 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 | Temporal Reasoning | | Dataset (including any stated split) | ICEWS14 (test) | | Metric | Positive Score | | 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 - [Positive Score](): Higher is better; unit: PERCENT. - [Negative Score](): Higher is better; unit: PERCENT. - [Neutral Score](): Higher is better; unit: PERCENT. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Positive Score | Result date | Report paper | | --- | --- | --- | --- | | GETER | 77.45 | Not recorded | 68fa78a61e209131cea799af | | GETER | 76.41 | Not recorded | 68fa78a61e209131cea799af | | GETER | 75.07 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 74.6 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 72.96 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 70.37 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 62.82 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 62.27 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 60.1 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 58.04 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 56.51 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 53.13 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 53.08 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 23.61 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 22.04 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 21.69 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 3.65 | Not recorded | 68fa78a61e209131cea799af | ### GETER Positive Score: 77.45. Result ID: 699598913badfaffe693d08f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct"}. This record does not assert independent reproduction. ### GETER Positive Score: 76.41. Result ID: 699598913badfaffe693d08a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### GETER Positive Score: 75.07. Result ID: 699598913badfaffe693d085. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Score: 74.6. Result ID: 699598913badfaffe693d089. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":true}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Score: 72.96. Result ID: 699598913badfaffe693d08e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":true}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Score: 70.37. Result ID: 699598913badfaffe693d084. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":true}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Score: 62.82. Result ID: 699598913badfaffe693d088. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":false}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Score: 62.27. Result ID: 699598913badfaffe693d083. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":false}. This record does not assert independent reproduction. ### GPT-4o Positive Score: 60.1. Result ID: 699598913badfaffe693d080. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":true}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Score: 58.04. Result ID: 699598913badfaffe693d08d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"LoRA","Reasoning Chains":false}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Score: 56.51. Result ID: 699598913badfaffe693d082. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":true}. This record does not assert independent reproduction. ### GPT-4o Positive Score: 53.13. Result ID: 699598913badfaffe693d07f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":false}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Score: 53.08. Result ID: 699598913badfaffe693d087. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":true}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Score: 23.61. Result ID: 699598913badfaffe693d086. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":false}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Score: 22.04. Result ID: 699598913badfaffe693d08c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":true}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Score: 21.69. Result ID: 699598913badfaffe693d081. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"zero-shot","Reasoning Chains":false}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Score: 3.65. Result ID: 699598913badfaffe693d08b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"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.