3 papers
cs.IR2025
ChunkNorris: A High-Performance and Low-Energy Approach to PDF Parsing and Chunking
Mathieu Ciancone, Clovis Varangot-Reille, Marion Schaeffer
In Retrieval-Augmented Generation applications, the Information Retrieval part is central as it provides the contextual information that enables a Large Language Model to generate…
cs.CL2025
MMTEB: Massive Multilingual Text Embedding Benchmark
Kenneth Enevoldsen, Isaac Chung, Imene Kerboua +83
Text embeddings are typically evaluated on a limited set of tasks, which are constrained by language, domain, and task diversity. To address these limitations and provide a more co…
cs.AI2025
Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems
Clovis Varangot-Reille, Christophe Bouvard, Antoine Gourru +3
Large Language Model (LLM)-based systems, i.e. interconnected elements that include an LLM as a central component, such as conversational agents, are usually designed with monolith…