Deep Research

DRBench: A Comprehensive Benchmark for Enterprise Deep Research

DRBench: A Comprehensive Benchmark for Enterprise Deep Research

We introduce DRBench, a benchmark for evaluating AI agents on complex, open-ended enterprise deep research tasks. Unlike existing …

Tianyi Chen, Miguel Muñoz-Mármol, Amirhossein Abaskohi, David Vazquez, Jason Stanley, Oleh Shliazhko, Alexandre Lacoste, Jordan Prince Tremblay, Deepak Venkatanarasimhan, Sunny Chopra, Daniel Tremblay, Chris Tyler, Gabriel Huang, Christopher Pal, Alexandre Drouin, Issam H. Laradji

NOW AI, 2025.

EDRA: Enterprise Deep Research Agent

EDRA: Enterprise Deep Research Agent

Many critical enterprise functions—such as strategic sales, market due diligence, competitive analysis, regulatory strategy, and …

Jordan Prince Tremblay, Chris Tyler, Daniel Tremblay, Oleh Shliazhko, Issam H. Laradji, Christopher Pal, Gabriel Huang, Gaurav Sahu, Miguel Muñoz-Mármol, Tianyi Chen, Sébastien Paquet, Alexandre Drouin, Krishnamurthy (Dj) Dvijotham, Jason Stanley, Nicolas Chapados

NOW AI, 2025.

FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering

FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering

We introduce DRBench, a benchmark for evaluating AI agents on complex, open-ended enterprise deep research tasks. Unlike existing …

Amirhossein Abaskohi, Spandana Gella, Giuseppe Carenini, Issam H. Laradji

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025.

LitLLMs, LLMs for Literature Review: Are We There Yet?

LitLLMs, LLMs for Literature Review: Are We There Yet?

Literature reviews are an essential component of scientific research, but they remain time-intensive and challenging to write, …

Gaurav Sahu, Abhay Puri, Shubham Agarwal, Issam H. Laradji, Krishnamurthy (Dj) Dvijotham, Jason Stanley, Laurent Charlin, Christopher Pal

Transactions on Machine Learning Research (TMLR), 2025.