SurAyush commited on
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Add SBERT+CWL λ=0.1 split=train_40 test ρ=0.8321

Browse files
sbert_cwl_split_40_lambda_0_1/config.json ADDED
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+ {
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+ "add_cross_attention": false,
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+ "architectures": [
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+ "BertForMaskedLM"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "bos_token_id": null,
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+ "gradient_checkpointing": false,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "is_decoder": false,
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 512,
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+ "model_type": "bert",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.0.0",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 30522
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+ }
sbert_cwl_split_40_lambda_0_1/pytorch_model.bin ADDED
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+ size 438009407
sbert_cwl_split_40_lambda_0_1/tokenizer.json ADDED
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sbert_cwl_split_40_lambda_0_1/tokenizer_config.json ADDED
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+ {
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+ "backend": "tokenizers",
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+ "cls_token": "[CLS]",
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+ "do_lower_case": true,
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+ "is_local": false,
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+ "mask_token": "[MASK]",
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+ "model_max_length": 512,
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+ "pad_token": "[PAD]",
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+ "sep_token": "[SEP]",
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+ "tokenize_chinese_chars": true,
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+ "tokenizer_class": "BertTokenizer",
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+ "unk_token": "[UNK]"
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+ }
sbert_cwl_split_40_lambda_0_1/training_meta.json ADDED
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+ {
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+ "model_type": "sbert_cwl_l2",
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+ "base_model": "bert-base-uncased",
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+ "train_split": "train_40",
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+ "lambda_consistency": 0.1,
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+ "augmentations": [
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+ "back_translation",
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+ "aeda"
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+ ],
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+ "cwl_selection": "argmax_l2_distance",
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+ "augmented_dataset": "SurAyush/stsb_augmented_splits",
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+ "original_dataset": "SurAyush/stsb_splits",
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+ "pooling": "mean",
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+ "val_spearman": 0.8668,
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+ "test_spearman": 0.8321,
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+ "baseline_bert": 0.4729,
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+ "sbert_no_reg": 0.8192,
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+ "delta_vs_bert": 0.3592,
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+ "delta_vs_sbert": 0.0129,
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+ "lr": 2e-05,
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+ "batch_size": 16,
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+ "early_stop_patience": 2
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+ }