The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) AI Trends 2023: Natural Language Proc - ChatGPT, GPT-4 and Cutting Edge Research with Sameer Singh - #613
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Jan 23, 2023 In a fascinating discussion, Sameer Singh, an NLP expert and associate professor at UC Irvine, dives into the whirlwind world of AI advancements. He unpacks the transformative impact of ChatGPT and large language models, highlighting the importance of structured reasoning and clean data. Sameer also critiques the Galactica model with a nod to the public's expectations, explores practical uses like Copilot, and shares predictions for AI trends in 2023. His insights shed light on the evolving landscape of voice assistants and the intricate relationship between AI and search.
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LLM Impact on NLP Research
- Large language models (LLMs) are changing NLP research rapidly.
- Researchers are reevaluating research questions due to LLMs' capabilities.
2022 NLP Progress
- 2022 was a significant year for NLP due to increased understanding of LLMs.
- Researchers are focusing on LLMs' strengths, weaknesses, and tooling.
Chain-of-Thought Prompting
- Chain-of-thought prompting improves LLM reasoning, especially in math.
- It involves breaking down problems into steps within the prompt.