DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam Sri Vardhamanan Saiful Haq Ashutosh Sharma Thomas T. Joshi Hanna Moazam Heather Miller Matei Zaharia Christopher Potts

Published in: CoRR (2023)

Keyphrases

language model
language modeling
n gram
probabilistic model
document retrieval
retrieval model
speech recognition

language modelling
query expansion
test collection
translation model
information retrieval
smoothing methods
context sensitive

language model for information retrieval
statistical language models
vector space model
statistical machine translation
mixture model
relevance model
ad hoc information retrieval

dependency structure
multiword
document length
dirichlet prior
language models for information retrieval
bayesian networks