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Upload best final ModernBERT sentence scorer model

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config.json ADDED
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+ {
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+ "architectures": [
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+ "ModernBertForSequenceClassification"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": null,
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+ "classifier_activation": "gelu",
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+ "classifier_bias": false,
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+ "classifier_dropout": 0.0,
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+ "classifier_pooling": "mean",
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+ "cls_token_id": 50281,
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+ "decoder_bias": true,
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+ "deterministic_flash_attn": false,
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+ "dtype": "float32",
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+ "embedding_dropout": 0.0,
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+ "eos_token_id": null,
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+ "global_attn_every_n_layers": 3,
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+ "gradient_checkpointing": false,
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+ "hidden_activation": "gelu",
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "LABEL_0"
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+ },
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+ "initializer_cutoff_factor": 2.0,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 1152,
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+ "label2id": {
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+ "LABEL_0": 0
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+ },
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+ "layer_norm_eps": 1e-05,
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+ "layer_types": [
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "sliding_attention",
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+ "full_attention"
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+ ],
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+ "local_attention": 128,
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+ "max_position_embeddings": 8192,
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+ "mlp_bias": false,
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+ "mlp_dropout": 0.0,
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+ "model_type": "modernbert",
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+ "norm_bias": false,
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+ "norm_eps": 1e-05,
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 22,
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+ "pad_token_id": 50283,
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+ "position_embedding_type": "absolute",
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+ "problem_type": "regression",
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+ "rope_parameters": {
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+ "full_attention": {
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+ "rope_theta": 160000.0,
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+ "rope_type": "default"
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+ },
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+ "sliding_attention": {
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+ "rope_theta": 10000.0,
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+ "rope_type": "default"
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+ }
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+ },
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+ "sep_token_id": 50282,
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+ "sparse_pred_ignore_index": -100,
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+ "sparse_prediction": false,
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.6.2",
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+ "use_cache": false,
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+ "vocab_size": 50368
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+ }
eval_metrics.json ADDED
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+ {
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+ "eval_loss": 0.02754737250506878,
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+ "eval_rmse": 0.16597401714640134,
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+ "eval_mae": 0.12368558347225189,
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+ "eval_pearson": 0.8236426997589091,
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+ "eval_spearman": 0.8201133644491532,
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+ "eval_article_spearman": 0.7319277523759264,
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+ "eval_article_ndcg_at_3": 0.9055421605026681,
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+ "eval_article_ndcg_at_5": 0.8978525730107749,
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+ "eval_runtime": 80.6871,
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+ "eval_samples_per_second": 84.189,
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+ "eval_steps_per_second": 42.101,
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+ "epoch": 3.0
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+ }
model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b21e00fda4edcb892168bff241428d136dbb07d5f55ae33c4362132355a72a31
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+ size 598436708
run_summary.md ADDED
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+ # CNN/DailyMail ModernBERT Pointwise Run
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+
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+ - model_size: `base`
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+ - model_name: `answerdotai/ModernBERT-base`
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+ - resolved_model_name: `/lustre/fsmisc/dataset/HuggingFace_Models/answerdotai/ModernBERT-base`
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+ - target_mode: `model_balanced`
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+ - target_field: `salience_score_model_balanced`
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+ - input_field: `model_input_text`
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+ - train_file: `data/CNN_DM/representative_subset/salience_generation/recovery_f2_all6/sentence_scorer_data/modernbert_pointwise/train.jsonl`
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+ - dev_file: `data/CNN_DM/representative_subset/salience_generation/recovery_f2_all6/sentence_scorer_data/modernbert_pointwise/dev.jsonl`
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+ - train_rows: `59643`
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+ - dev_rows: `6793`
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+ - train_articles: `1000`
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+ - dev_articles: `200`
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+ - max_length: `4096`
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+ - learning_rate: `2e-05`
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+ - weight_decay: `0.01`
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+ - num_train_epochs: `3.0`
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+ - warmup_ratio: `0.06`
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+ - per_device_train_batch_size: `2`
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+ - per_device_eval_batch_size: `2`
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+ - gradient_accumulation_steps: `8`
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+ - effective_train_batch_size: `16`
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+ - eval_strategy: `epoch`
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+ - save_strategy: `epoch`
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+ - early_stopping_patience: `2`
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+ - bf16: `True`
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+ - fp16: `False`
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+ - gradient_checkpointing: `True`
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+
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+ ## Eval Metrics
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+
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+ - epoch: `3.0`
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+ - eval_article_ndcg_at_3: `0.9055421605026681`
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+ - eval_article_ndcg_at_5: `0.8978525730107749`
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+ - eval_article_spearman: `0.7319277523759264`
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+ - eval_loss: `0.02754737250506878`
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+ - eval_mae: `0.12368558347225189`
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+ - eval_pearson: `0.8236426997589091`
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+ - eval_rmse: `0.16597401714640134`
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+ - eval_runtime: `80.6871`
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+ - eval_samples_per_second: `84.189`
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+ - eval_spearman: `0.8201133644491532`
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+ - eval_steps_per_second: `42.101`
tokenizer.json ADDED
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tokenizer_config.json ADDED
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+ {
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+ "backend": "tokenizers",
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+ "clean_up_tokenization_spaces": true,
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+ "cls_token": "[CLS]",
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+ "is_local": true,
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+ "local_files_only": true,
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+ "mask_token": "[MASK]",
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+ "model_input_names": [
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+ "input_ids",
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+ "attention_mask"
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+ ],
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+ "model_max_length": 8192,
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+ "pad_token": "[PAD]",
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+ "sep_token": "[SEP]",
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+ "tokenizer_class": "TokenizersBackend",
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+ "unk_token": "[UNK]"
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+ }
training_args.bin ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 5393