Published: Apr 17, 2024 by
🤖 Dive into the cutting-edge world of Large Language Models (LLMs) with our latest slide deck!
Developed in Text Mining and NLP, LLMs are driving a breakthrough in AI and human-machine interaction. They impact a multitude of tasks and domains and are poised to revolutionize society as a whole. In a future where tokens function as currency, mastering and implementing these subjects is an imperative skill in academic and industrial contexts.
Our research group has curated a short review of the state of the art within the LLM literature.
🔎 Explore topics such as:
- LLM applications
- Preliminaries (e.g., transformers, scaling laws, emerging abilities)
- Open issues (e.g., black-box behavior, training costs, hallucinations, knowledge recency and editing, lexical superficiality, human reporting bias, reasoning inconsistency)
- Developer perspective
- Models
- Datasets
- Prompting
- Training techniques (e.g., instruction fine-tuning, adapter fine-tuning, mixture-of-experts)
- Optimization
- Retrieval-augmented generation
Finally, we briefly introduce the contributions of our group in the last three years.
Ready to level up your understanding of LLMs?
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