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--- |
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license: apache-2.0 |
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datasets: |
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- Samsung/samsum |
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language: |
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- en |
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library_name: transformers |
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pipeline_tag: summarization |
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--- |
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# Dialog summarization model |
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The `llama_3.1_8b_dialog_summarization_model` model is a dialog summarization model fine-tuned on the `llama-3.1-8b` architecture using LORA. This powerful model excels at generating abstractive summaries from input text. It has been fine-tuned on samsum dataset. |
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## Intended Uses & Limitations |
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### Intended Uses |
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- Dialog summarization: The model is well-suited for summarizing lengthy dialogs, making it valuable for tasks that needs to capture lengthy dialog in few lines. |
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### Limitations |
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- Domain-specific content: While it performs well on general text summarization tasks, its performance may vary when applied to domain-specific content. |
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## Training and Evaluation Data |
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The model has been trained on the Samsum dataset. These datasets provide a wide range of dialog summarization examples. |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- num_epochs: 1 |
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- model_name = "meta-llama/Meta-Llama-3.1-8B" |
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- num_epochs = 1 |
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- gradient_accumulation_steps = 4 |
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- batch_size_training = 1 |
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- lr = 3e-4 |
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- use_fp16 = True |
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- context_length = 1024 |
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### Example results |
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Summarize this dialog: |
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A: Hi Tom, are you busy tomorrow’s afternoon? |
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B: I’m pretty sure I am. What’s up? |
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A: Can you go with me to the animal shelter?. |
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B: What do you want to do? |
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A: I want to get a puppy for my son. |
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B: That will make him so happy. |
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A: Yeah, we’ve discussed it many times. I think he’s ready now. |
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B: That’s good. Raising a dog is a tough issue. Like having a baby ;-) |
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A: I'll get him one of those little dogs. |
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B: One that won't grow up too big;-) |
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A: And eat too much;-)) |
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B: Do you know which one he would like? |
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A: Oh, yes, I took him there last Monday. He showed me one that he really liked. |
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B: I bet you had to drag him away. |
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A: He wanted to take it home right away ;-). |
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B: I wonder what he'll name it. |
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A: He said he’d name it after his dead hamster – Lemmy - he's a great Motorhead fan :-))) |
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Summary: |
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A wants to get a puppy for her son. A took him to the animal shelter last Monday and he showed her a dog he liked. A wants to get a small dog. A son wants to name it Lemmy. |
