GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding.
Stefan DernbachKhushbu AgarwalAlejandro ZunigaMichael HenrySutanay ChoudhuryPublished in: CoRR (2024)
Keyphrases
- language model
- fine tuning
- domain knowledge
- language modeling
- graph mining
- graph databases
- graph model
- graph partitioning
- probabilistic model
- n gram
- graph properties
- graph data
- generative model
- query expansion
- document retrieval
- speech recognition
- retrieval model
- language modelling
- statistical language models
- test collection
- information retrieval
- weighted graph
- context sensitive
- fine tuned
- language modeling framework
- graph theory
- prior knowledge
- language models for information retrieval
- translation model
- directed graph
- smoothing methods
- language model for information retrieval
- document ranking
- relevance model
- vector space model
- query terms
- okapi bm
- semantic information
- structured data