GOREExperiment commited on
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Initial model

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README.md ADDED
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+ ---
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+ language:
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+ - en
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+ tags:
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+ - sentence-simplification
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+ metrics:
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+ - sari
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+ - bleu
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+ pipeline_tag: text2text-generation
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+ ---
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+ ## Eval results on WikiLarge
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+ We obtain the following results on ```validation``` and ```test``` sets of WikiLarge:
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+
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+ | Set | SARI | BLEU |
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+ |------------|-------|-------|
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+ | validation | 44.4 | 27.38 |
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+ | test | 39.16 | 31.62 |
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+
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+ ## EASSE evaluation
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+
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+ ### TurkCorpus
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+ We obtain the following results on ```validation``` and ```test``` sets of the Turk corpus:
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+
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+ | Set | SARI | BLEU | FKGL |
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+ |------------|-------|-------|------|
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+ | validation | 38.57 | 87.7 | 8.1 |
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+ | test | 38.82 | 87.89 | 8.49 |
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+
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+ ### ASSET
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+ We obtain the following results on ```validation``` and ```test``` sets of the ASSET corpus:
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+
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+ | Set | SARI | BLEU | FKGL |
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+ |------------|-------|-------|------|
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+ | validation | 36.83 | 88.54 | 8.15 |
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+ | test | 35.74 | 86.96 | 8.46 |
config.json ADDED
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+ {
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+ "_name_or_path": "waboucay/bart-large-simplification-wikilarge-original",
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+ "activation_dropout": 0.1,
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+ "activation_function": "gelu",
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+ "add_bias_logits": false,
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+ "add_final_layer_norm": false,
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+ "architectures": [
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+ "BartForConditionalGeneration"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": 0,
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+ "classif_dropout": 0.1,
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+ "classifier_dropout": 0.0,
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+ "d_model": 1024,
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+ "decoder_attention_heads": 16,
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+ "decoder_ffn_dim": 4096,
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+ "decoder_layerdrop": 0.0,
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+ "decoder_layers": 12,
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+ "decoder_start_token_id": 2,
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+ "dropout": 0.1,
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+ "early_stopping": true,
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+ "encoder_attention_heads": 16,
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+ "encoder_ffn_dim": 4096,
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+ "encoder_layerdrop": 0.0,
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+ "encoder_layers": 12,
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+ "eos_token_id": 2,
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+ "forced_bos_token_id": 0,
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+ "forced_eos_token_id": 2,
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+ "gradient_checkpointing": false,
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+ "id2label": {
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+ "0": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2"
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+ },
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+ "init_std": 0.02,
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+ "is_encoder_decoder": true,
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+ "label2id": {
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+ "LABEL_1": 1,
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+ "LABEL_2": 2
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+ },
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+ "max_position_embeddings": 1024,
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+ "model_type": "bart",
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+ "no_repeat_ngram_size": 3,
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+ "normalize_before": false,
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+ "num_beams": 4,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 1,
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+ "scale_embedding": false,
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+ "task_specific_params": {
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+ "summarization": {
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+ "length_penalty": 1.0,
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+ "max_length": 128,
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+ "min_length": 12,
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+ "num_beams": 4
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+ },
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+ "summarization_cnn": {
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+ "length_penalty": 2.0,
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+ "max_length": 142,
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+ "min_length": 56,
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+ "num_beams": 4
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+ },
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+ "summarization_xsum": {
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+ "max_length": 62,
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+ "min_length": 11,
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+ "num_beams": 6
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+ }
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+ },
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.28.0",
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+ "use_cache": true,
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+ "vocab_size": 50265
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+ }
generation_config.json ADDED
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+ "transformers_version": "4.28.0"
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+ }
merges.txt ADDED
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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vocab.json ADDED
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