MongoDB research papers
A company publishing mostly on retrieval and data, best known here for LEAF.2 papers · 11 citations · latest Sep 2025
LEAF: Knowledge Distillation of Text Embedding Models with Teacher-Aligned RepresentationsLEAF, a knowledge distillation framework for text embeddings, enables flexible asymmetric architectures and robustness, achieving state-of-the-art performance in information retrieval and multi-task settings with minimal training requirements.
MongoDB9 citationsRead →ORIGAMI: A generative transformer architecture for predictions from semi-structured dataA transformer that learns directly from nested JSON documents, treating prediction as next-token generation, and stays competitive on tabular benchmarks.
MongoDB2 citationsRead →