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README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ base_model: google/flan-t5-large
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - rouge
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+ - f1
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+ - recall
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+ - precision
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+ model-index:
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+ - name: KGQA-1
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # KGQA-1
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+
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+ This model is a fine-tuned version of [google/flan-t5-large](https://huggingface.co/google/flan-t5-large) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.0784
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+ - Rouge1: 72.8963
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+ - Rouge2: 60.8929
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+ - Rougel: 69.6657
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+ - Rougelsum: 72.9329
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+ - Gen Len: 4.8819
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+ - F1: 0.7593
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+ - Recall: 0.7681
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+ - Precision: 0.7508
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.001
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: cosine_with_restarts
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+ - num_epochs: 8
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len | F1 | Recall | Precision |
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+ |:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|:------:|:------:|:---------:|
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+ | 2.8587 | 1.0 | 598 | 2.2931 | 49.5203 | 26.8249 | 43.3252 | 49.5005 | 4.6943 | 0.5633 | 0.5546 | 0.5723 |
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+ | 1.7685 | 2.0 | 1196 | 1.6857 | 52.6345 | 31.7615 | 46.5617 | 52.5831 | 4.7965 | 0.619 | 0.6295 | 0.6088 |
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+ | 0.8979 | 3.0 | 1794 | 1.3095 | 65.3839 | 49.1969 | 60.9907 | 65.2835 | 4.8928 | 0.6898 | 0.6806 | 0.6992 |
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+ | 0.4881 | 4.0 | 2392 | 1.4524 | 68.0576 | 53.7819 | 64.3964 | 67.9986 | 4.835 | 0.7239 | 0.7106 | 0.7378 |
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+ | 1.2094 | 5.0 | 2990 | 3.2070 | 18.934 | 4.1916 | 14.7003 | 18.9198 | 6.0159 | 0.0005 | 0.001 | 0.0003 |
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+ | 0.7018 | 6.0 | 3588 | 1.3772 | 68.1255 | 54.2242 | 64.3339 | 68.1513 | 4.7588 | 0.7125 | 0.69 | 0.7366 |
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+ | 0.3275 | 7.0 | 4186 | 1.5585 | 72.2516 | 60.2665 | 68.9117 | 72.2482 | 4.9246 | 0.7643 | 0.7827 | 0.7468 |
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+ | 0.112 | 8.0 | 4784 | 2.0784 | 72.8963 | 60.8929 | 69.6657 | 72.9329 | 4.8819 | 0.7593 | 0.7681 | 0.7508 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.43.3
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
generation_config.json ADDED
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+ {
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+ "decoder_start_token_id": 0,
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+ "eos_token_id": 1,
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+ "pad_token_id": 0,
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+ "transformers_version": "4.43.3"
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+ }
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