DSPy: Compiling Declarative Language Model Calls into State-of-the-Art 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: ICLR (2024)

Keyphrases

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

context sensitive
information retrieval
retrieval model
language modelling
ad hoc information retrieval
test collection

mixture model
pseudo relevance feedback
query terms
vector space model
statistical language models
language models for information retrieval

query specific
document length
document ranking
maximum likelihood
statistical language modeling
search engine