4 papers
BlitzRank: Principled Zero-shot Ranking Agents with Tournament Graphs
Sheshansh Agrawal, Thien Hang Nguyen, Douwe Kiela
Selecting the top from items via expensive -wise comparisons is central to settings ranging from LLM-based document reranking to crowdsourced evaluation and tournament d…
ExtractBench: A Benchmark and Evaluation Methodology for Complex Structured Extraction
Nick Ferguson, Josh Pennington, Narek Beghian +4
Unstructured documents like PDFs contain valuable structured information, but downstream systems require this data in reliable, standardized formats. LLMs are increasingly deployed…
Lean and Mean Adaptive Optimization via Subset-Norm and Subspace-Momentum with Convergence Guarantees
Thien Hang Nguyen, Huy Le Nguyen
We introduce two complementary techniques for efficient optimization that reduce memory requirements while accelerating training of large-scale neural networks. The first technique…
End-to-end fully-binarized network design: from Generic Learned Thermometer to Block Pruning
Thien Nguyen, William Guicquero
Existing works on Binary Neural Network (BNN) mainly focus on model's weights and activations while discarding considerations on the input raw data. This article introduces Generic…