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TexShape: Information Theoretic Sentence Embedding for Language Models.
H. Kaan Kale
Homa Esfahanizadeh
Noel Elias
Oguzhan Baser
Muriel Médard
Sriram Vishwanath
Published in:
CoRR (2024)
Keyphrases
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information theoretic
language model
document level
language modeling
information theory
mutual information
probabilistic model
theoretic framework
retrieval model
sentence retrieval
n gram
document retrieval
information retrieval
information theoretic measures
information bottleneck
language modelling
query expansion
mixture model
test collection
natural language
context sensitive
text summarization
jensen shannon divergence
query terms
vector space
pseudo relevance feedback
jensen shannon
statistical language models
cross lingual
document ranking
multi modal
language models for information retrieval
machine learning
bayesian networks
smoothing methods
text mining
relevance model
vector space model