Revisiting Anisotropy in Language Transformers: The Geometry of Learning Dynamics
Raphael Bernas · Fanny Jourdan · Antonin Poché · Céline Hudelot
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Raphael Bernas · Fanny Jourdan · Antonin Poché · Céline Hudelot
Alexis-Raja Brachet · Pierre-Yves Richard · Céline Hudelot
António Loison · Quentin Macé · Antoine Edy · Victor Xing · Tom Balough · Gabriel de Souza P. Moreira · Bo Liu · Manuel Faysse · Céline Hudelot · Gautier Viaud
Retrieval-Augmented Generation (RAG) pipelines must address challenges beyond simple single-document retrieval, such as interpreting visual elements (tables, charts, images), synthesizing information across documents, and providing accurate source grounding. Existing benchmarks fail to capture th...
Antonin Poché · Thomas Mullor · Gabriele Sarti · Frédéric Boisnard · Corentin Friedrich · Charlotte Claye · Francois Hoofd · Raphael Bernas · Nicholas Asher · Céline Hudelot · Fanny Jourdan
Interpreto is an open-source Python library for interpreting HuggingFace language models, from early BERT variants to LLMs. It provides two complementary families of methods: attribution methods and concept-based explanations. The library bridges recent research and practical tooling by exposing...