TREC Deep Learning
PulseAugur coverage of TREC Deep Learning — every cluster mentioning TREC Deep Learning across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
-
New ADORE framework improves LLM query expansion with iterative feedback
Researchers have introduced ADORE, an iterative framework designed to enhance Large Language Model (LLM)-based query expansion for information retrieval. Unlike generation-driven methods that can lead to retrieval drift…
-
LLMs can predict their own ranking performance, study finds
Researchers have developed methods for Large Language Models (LLMs) to predict their own ranking performance without external tools. The study explores both training-free and training-based approaches, examining self-co…
-
A Reproducibility Study of LLM-Based Query Reformulation
Two new research papers explore the application and efficiency of Large Language Models (LLMs) in information retrieval. The first paper, a reproducibility study, evaluates ten LLM-based query reformulation methods acro…