--- language: - en tags: - text-classification metrics: - accuracy datasets: - snli-1.0 - multi-nli-1.0 - nli-fever - anli-v1.0 widget: - text: "British mountaineer Alison Hargreaves becomes the first woman to climb Mount Everest alone and without oxygen tanks. [SEP] Alison is a female." - text: "Mr Lopez Obrador has alleged electoral fraud cost him the presidency, despite a recount confirming Felipe Calderon as Mexico's president-elect. [SEP] Mr Lopez Obrador was born in mexico." --- ## deberta-v3-large-snli_mnli_fever_anli_R1_R2_R3-nli #### Datasets Based on microsoft/deberta-v3-large, this model was trained on the snli-v1.0, multi-nli-1.0, nli-fever and anli-1.0-r1/anli-1.0-r2/anli-1.0-r3 datasets, with the training weights of 1,1,1,10,20,10 respectively. The training codes are mostly referenced from: https://github.com/facebookresearch/anli #### Hyperparameters learning_rate: 1e-5 max_length: 156 batch_size: 16 warmup_ratio: 0.1 weight_decay: 0.0 num_epochs: 2 #### Dev results snli-v1.0 | multi-nli-1.0-m | multi-nli-1.0-mm | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3 ----------|-----------------|------------------|-------------|-------------|------------ 0.938 | 0.914 | 0.912 | 0.796 | 0.627 | 0.610 #### Test results snli-v1.0 | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3 -----------|-------------|-------------|------------ 0.929 | 0.775 | 0.636 | 0.612