dialog_summarization_model

Dialog summarization model

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.

Intended Uses & Limitations

Intended Uses

• 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.

Limitations

• Domain-specific content: While it performs well on general text summarization tasks, its performance may vary when applied to domain-specific content.

Training and Evaluation Data

The model has been trained on the Samsum dataset. These datasets provide a wide range of dialog summarization examples.

Training hyperparameters

The following hyperparameters were used during training:

• num_epochs: 1
• model_name = "meta-llama/Meta-Llama-3.1-8B"
• num_epochs = 1
• gradient_accumulation_steps = 4
• batch_size_training = 1
• lr = 3e-4
• use_fp16 = True
• context_length = 1024

Example results

Summarize this dialog:
A: Hi Tom, are you busy tomorrow’s afternoon?
B: I’m pretty sure I am. What’s up?
A: Can you go with me to the animal shelter?.
B: What do you want to do?
A: I want to get a puppy for my son.
B: That will make him so happy.
A: Yeah, we’ve discussed it many times. I think he’s ready now.
B: That’s good. Raising a dog is a tough issue. Like having a baby ;-)
A: I'll get him one of those little dogs.
B: One that won't grow up too big;-)
A: And eat too much;-))
B: Do you know which one he would like?
A: Oh, yes, I took him there last Monday. He showed me one that he really liked.
B: I bet you had to drag him away.
A: He wanted to take it home right away ;-).
B: I wonder what he'll name it.
A: He said he’d name it after his dead hamster – Lemmy - he's a great Motorhead fan :-)))

Summary:
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.