--- language: - multilingual tags: - question-answering datasets: - squad2 metrics: - squad2 --- # Rembert Squad2 This model is finetuned for QA task on Squad2 from [Rembert checkpoint](https://huggingface.co/google/rembert). ## Hyperparameters ``` Batch Size: 4 Grad Accumulation Steps = 8 Total epochs = 3 MLM Checkpoint = "rembert" max_seq_len = 256 learning_rate = 1e-5 lr_schedule = LinearWarmup warmup_ratio = 0.1 doc_stride = 128 ``` ## Squad 2 Evaluation stats: Metrics generated from [the official Squad2 evaluation script](https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/) ```json { "exact": 84.51107554956624, "f1": 87.46644042781853, "total": 11873, "HasAns_exact": 80.97165991902834, "HasAns_f1": 86.89086491219469, "HasAns_total": 5928, "NoAns_exact": 88.04037005887301, "NoAns_f1": 88.04037005887301, "NoAns_total": 5945 } ``` For any questions, you can reach out to me [on Twitter](https://twitter.com/batw0man)