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Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph.

Roman VashurinEkaterina FadeevaArtem VazhentsevAkim TsvigunDaniil VasilevRui XingAbdelrahman Boda SadallahLyudmila RvanovaSergey PetrakovAlexander PanchenkoTimothy BaldwinPreslav NakovMaxim PanovArtem Shelmanov
Published in: CoRR (2024)
Keyphrases
  • language model
  • language modeling
  • document retrieval
  • information retrieval
  • smoothing methods
  • query expansion
  • n gram
  • probabilistic model
  • vector space model
  • statistical language models
  • language modeling framework