337 citations · 699 across the 35 of their papers we have counts for
4 papers · 1 filter
Surprising Effectiveness of Self-Demonstrations in Enhancing Schema-Ontology Mapping with LLMs
Siddhesh Thombre, Manasi Patwardhan, Sunita Sarawagi
Integrating heterogeneous relational databases into a centralized ontology remains a persistent challenge in enterprise knowledge representation, primarily due to semantic heteroge…
Length bias in Encoder Decoder Models and a Case for Global Conditioning
Pavel Sountsov, Sunita Sarawagi
Encoder-decoder networks are popular for modeling sequences probabilistically in many applications. These models use the power of the Long Short-Term Memory (LSTM) architecture to…
Joint Structured Models for Extraction from Overlapping Sources
Rahul Gupta, Sunita Sarawagi
We consider the problem of jointly training structured models for extraction from sources whose instances enjoy partial overlap. This has important applications like user-driven ad…
Generalized Collective Inference with Symmetric Clique Potentials
Rahul Gupta, Sunita Sarawagi, Ajit A. Diwan
Collective graphical models exploit inter-instance associative dependence to output more accurate labelings. However existing models support very limited kind of associativity whic…