# Temporal Reasoning Prediction on WIKI (test) Source: [Temporal Reasoning Prediction on WIKI (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:10.050Z Evaluation of temporal reasoning prediction performance on the test split of the WIKI dataset, reporting results across Positive, Negative, and Neutral categories. 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 Prediction | | Dataset (including any stated split) | WIKI (test) | | Metric | Positive Performance | | 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 Performance](): Higher is better; unit: PERCENT. - [Negative Performance](): Higher is better; unit: PERCENT. - [Neutral Performance](): Higher is better; unit: PERCENT. - [Overall Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Positive Performance | Result date | Report paper | | --- | --- | --- | --- | | GETER | 99.28 | Not recorded | 68fa78a61e209131cea799af | | GETER | 98.99 | Not recorded | 68fa78a61e209131cea799af | | GETER | 97.32 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 89.29 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 88.65 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 88.59 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 87.16 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 84.94 | Not recorded | 68fa78a61e209131cea799af | | LoRA | 84.08 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 69.5 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 62.98 | Not recorded | 68fa78a61e209131cea799af | | GPT-4o | 61.94 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 51.76 | Not recorded | 68fa78a61e209131cea799af | | Llama3-8B-Instruct | 48.31 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 46.46 | Not recorded | 68fa78a61e209131cea799af | | Qwen2.5-7B-Instruct | 43.51 | Not recorded | 68fa78a61e209131cea799af | | Mistral-7B-Instruct | 35.81 | Not recorded | 68fa78a61e209131cea799af | ### GETER Positive Performance: 99.28. Result ID: 699598913badfaffe693d128. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct"}. This record does not assert independent reproduction. ### GETER Positive Performance: 98.99. Result ID: 699598913badfaffe693d11e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct"}. This record does not assert independent reproduction. ### GETER Positive Performance: 97.32. Result ID: 699598913badfaffe693d123. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 89.29. Result ID: 699598913badfaffe693d127. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 88.65. Result ID: 699598913badfaffe693d122. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 88.59. Result ID: 699598913badfaffe693d11d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 87.16. Result ID: 699598913badfaffe693d121. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Reasoning Chain":"w/o chains text"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 84.94. Result ID: 699598913badfaffe693d126. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Reasoning Chain":"w/o chains text"}. This record does not assert independent reproduction. ### LoRA Positive Performance: 84.08. Result ID: 699598913badfaffe693d11c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Reasoning Chain":"w/o chains text"}. This record does not assert independent reproduction. ### GPT-4o Positive Performance: 69.5. Result ID: 699598913badfaffe693d118. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot w/o chains text"}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Performance: 62.98. Result ID: 699598913badfaffe693d125. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot"}. This record does not assert independent reproduction. ### GPT-4o Positive Performance: 61.94. Result ID: 699598913badfaffe693d119. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot"}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Performance: 51.76. Result ID: 699598913badfaffe693d11b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot"}. This record does not assert independent reproduction. ### Llama3-8B-Instruct Positive Performance: 48.31. Result ID: 699598913badfaffe693d11a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot w/o chains text"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Performance: 46.46. Result ID: 699598913badfaffe693d120. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Positive Performance: 43.51. Result ID: 699598913badfaffe693d11f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot w/o chains text"}. This record does not assert independent reproduction. ### Mistral-7B-Instruct Positive Performance: 35.81. Result ID: 699598913badfaffe693d124. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zero-shot w/o chains text"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.