35 citations · 138 across the 16 of their papers we have counts for
4 papers · 1 filter
Over-Searching in Search-Augmented Large Language Models
Roy Xie, Deepak Gopinath, David Qiu +4
Search-augmented large language models (LLMs) excel at knowledge-intensive tasks by integrating external retrieval. However, they often over-search -- unnecessarily invoking search…
Faithful Embeddings for Knowledge Base Queries
Haitian Sun, Andrew O. Arnold, Tania Bedrax-Weiss +2
The deductive closure of an ideal knowledge base (KB) contains exactly the logical queries that the KB can answer. However, in practice KBs are both incomplete and over-specified,…
Differentiable Representations For Multihop Inference Rules
William W. Cohen, Haitian Sun, R. Alex Hofer +1
We present efficient differentiable implementations of second-order multi-hop reasoning using a large symbolic knowledge base (KB). We introduce a new operation which can be used t…
Semi-Supervised Learning with Declaratively Specified Entropy Constraints
Haitian Sun, William W. Cohen, Lidong Bing
We propose a technique for declaratively specifying strategies for semi-supervised learning (SSL). The proposed method can be used to specify ensembles of semi-supervised learning,…