LLM Summarization

Course: CS2731 Introduction to Natural Language Processing

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Environment setup

conda env update --file nlp.yml --prune

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Run experiments with Huggingface models

Gemma LoRA finetuning: python lora_finetune_gemma7b.py (requires GPU server with 45+ GB RAM)

Gemma inference pipeline: python gemma_inference_eli5.py

Long T5 LoRA Inference with BRV method: python brv_summarization_LongT5.py

Long T5 LoRA finetuning: lora_finetine_LongT5_pubmed.py

BioGPT inference pipeline: python biogpt_inference.py

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Summaries saved in summary dir.