1 citations · 2 across the 4 of their papers we have counts for
4 papers
DocuT5: Seq2seq SQL Generation with Table Documentation
Elena Soare, Iain Mackie, Jeffrey Dalton
Current SQL generators based on pre-trained language models struggle to answer complex questions requiring domain context or understanding fine-grained table structure. Humans woul…
Query-Specific Knowledge Graphs for Complex Finance Topics
Iain Mackie, Jeffrey Dalton
Across the financial domain, researchers answer complex questions by extensively "searching" for relevant information to generate long-form reports. This workshop paper discusses a…
CODEC: Complex Document and Entity Collection
Iain Mackie, Paul Owoicho, Carlos Gemmell +3
CODEC is a document and entity ranking benchmark that focuses on complex research topics. We target essay-style information needs of social science researchers, i.e. "How has the U…
How Deep is your Learning: the DL-HARD Annotated Deep Learning Dataset
Iain Mackie, Jeffery Dalton, Andrew Yates
Deep Learning Hard (DL-HARD) is a new annotated dataset designed to more effectively evaluate neural ranking models on complex topics. It builds on TREC Deep Learning (DL) topics b…