# Natural Language Explanation Generation on e-SNLI 60-shot Source: [Natural Language Explanation Generation on e-SNLI 60-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:55.373Z Evaluation of model performance on generating natural language explanations using the 60-shot configuration of the e-SNLI dataset, measured using Accuracy and nBERTs 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 | Natural Language Explanation Generation | | Dataset (including any stated split) | e-SNLI 60-shot | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [nBERTs](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SPARSEFIT | 40.1 | Not recorded | 68fa74701e209131cea61c52 | | AdaLoRA | 38.15 | Not recorded | 68fa74701e209131cea61c52 | | Full Fine-tuning | 34.91 | Not recorded | 68fa74701e209131cea61c52 | ### SPARSEFIT Accuracy: 40.1. Result ID: 69935ccd3a6c3148491568e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Strategy":"Att.Q+LN","Backbone":"Llama 2-7B","Percentage Parameters":"7.97%","Few-shot setting":"60-shot"}. This record does not assert independent reproduction. ### AdaLoRA Accuracy: 38.15. Result ID: 69935ccd3a6c3148491568e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Strategy":"PEFT","Backbone":"Llama 2-7B","Percentage Parameters":"0.30%","Few-shot setting":"60-shot"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 34.91. Result ID: 69935ccd3a6c3148491568e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Strategy":"Baseline","Backbone":"Llama 2-7B","Percentage Parameters":"100%","Few-shot setting":"60-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.