Add SBERT+CWL λ=0.1 split=train_40 test ρ=0.8321
Browse files
sbert_cwl_split_40_lambda_0_1/config.json
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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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"classifier_dropout": null,
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"eos_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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}
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sbert_cwl_split_40_lambda_0_1/pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:859f04a3c9369d4f6a7b3992ae31666d449e6ed46a76f47c627d9ed6fa66bd54
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size 438009407
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sbert_cwl_split_40_lambda_0_1/tokenizer.json
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The diff for this file is too large to render.
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sbert_cwl_split_40_lambda_0_1/tokenizer_config.json
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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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"strip_accents": null,
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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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}
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sbert_cwl_split_40_lambda_0_1/training_meta.json
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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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}
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