DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.
Omar KhattabArnav SinghviParidhi MaheshwariZhiyuan ZhangKeshav SanthanamSri VardhamananSaiful HaqAshutosh SharmaThomas T. JoshiHanna MoazamHeather MillerMatei ZahariaChristopher PottsPublished 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