title: Challenges and Applications of Large Language Models
summary: Large Language Models (LLMs) went from non-existent to ubiquitous in the
  machine learning discourse within a few years. Due to the fast pace of the
  field, it is difficult to identify the remaining challenges and already
  fruitful application areas. In this paper, we aim to establish a systematic set
  of open problems and application successes so that ML researchers can
  comprehend the field's current state more quickly and become productive.
paper_authors._id: 64b89efcbe76d2ff07fe169a
paper_authors.name: Jean Kaddour
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2023-07-20T07:25:38.828Z
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paper_authors.fullname: Jean Kaddour
paper_authors.type: user
paper_authors.user: JeanKaddour
paper_authors._id: 64b89efcbe76d2ff07fe169b
paper_authors.name: Joshua Harris
paper_authors._id: 64b89efcbe76d2ff07fe169c
paper_authors.name: Maximilian Mozes
paper_authors._id: 64b89efcbe76d2ff07fe169d
paper_authors.name: Herbie Bradley
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2023-07-20T07:28:29.944Z
paper_authors._id: 62f79f8147d782a6e28440f9
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paper_authors.fullname: Herbie Bradley
paper_authors.type: user
paper_authors.user: HyperionHF
paper_authors._id: 64b89efcbe76d2ff07fe169e
paper_authors.name: Roberta Raileanu
paper_authors.status: admin_assigned
paper_authors.statusLastChangedAt: 2023-07-20T07:28:54.947Z
paper_authors._id: 633e94793a17ab61de8e2b9c
paper_authors.avatarUrl: /avatars/5f2f58ddeed211393660ada6b135f0d5.svg
paper_authors.fullname: Roberta Raileanu
paper_authors.type: user
paper_authors.user: rraileanu
paper_authors._id: 64b89efcbe76d2ff07fe169f
paper_authors.name: Robert McHardy
paper_authors.status: claimed_verified
paper_authors.statusLastChangedAt: 2023-07-21T07:36:21.081Z
paper_authors._id: 64b91a3fa62c52b252cf39b2
paper_authors.avatarUrl: /avatars/af80d43464d8a8bacdb32c5b77d1b001.svg
paper_authors.fullname: Robert McHardy 
paper_authors.type: user
paper_authors.user: robmchinst
paper_title: Challenges and Applications of Large Language Models
paper_summary: Large Language Models (LLMs) went from non-existent to ubiquitous in the
  machine learning discourse within a few years. Due to the fast pace of the
  field, it is difficult to identify the remaining challenges and already
  fruitful application areas. In this paper, we aim to establish a systematic set
  of open problems and application successes so that ML researchers can
  comprehend the field's current state more quickly and become productive.
paper_ai_keywords: Large Language Models (LLMs) discourse tuning policies Synthetic patterns