Disclaimer: Congrats of course to all the accepted NeurIPS 2023 papers! This list was mostly selected from a brief skim of best papers + oral presentations that seemed somewhat relevant in the LLM setting.
https://blog.neurips.cc/2023/12/11/announcing-the-neurips-2023-paper-awards/
https://nips.cc/virtual/2023/events/oral