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Recent progress in large language models has enabled the deployment of manygenerative NLP applications. At the same time, it has also led to a misleadingpublic discourse that ``it's all been solved.'' Not surprisingly, this has inturn made many NLP researchers -- especially those at the beginning of theircareer -- wonder about what NLP research area they should focus on. Thisdocument is a compilation of NLP research directions that are rich forexploration, reflecting the views of a diverse group of PhD students in anacademic research lab. While we identify many research areas, many othersexist; we do not cover those areas that are currently addressed by LLMs butwhere LLMs lag behind in performance, or those focused on LLM development. Wewelcome suggestions for other research directions to include:https://bit.ly/nlp-era-llm

A PhD Student's Perspective on Research in NLP in the Era of Very Large Language Models