152 citations
- Carnegie Mellon UniversityUS5 papers
- Ludwig-Maximilians-Universität MünchenDE5 papers
- Center for Strategic ResearchRU4 papers
- Robotic Research (United States)US4 papers
- LMU KlinikumDE3 papers
- Optim Design (United States)US3 papers
- Aalborg UniversityDK2 papers
- Centre for Arctic Gas Hydrate, Environment and ClimateNO2 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Columbia UniversityUS2 papers
- Stanford UniversityUS2 papers
- UiT The Arctic University of NorwayNO2 papers
Showing 2023Show all
3 papers · 1 filter
cs.LG2023★ 2 cited
PAC-Chernoff Bounds: Understanding Generalization in the Interpolation Regime
Andrés R. Masegosa, Luis A. Ortega
This paper introduces a distribution-dependent PAC-Chernoff bound that exhibits perfect tightness for interpolators, even within over-parameterized model classes. This bound, which…
cs.CL2023★ 17 cited
Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages
Ayyoob Imani, Peiqin Lin, Amir Hossein Kargaran +8
The NLP community has mainly focused on scaling Large Language Models (LLMs) vertically, i.e., making them better for about 100 languages. We instead scale LLMs horizontally: we cr…
cs.LG2023
ACTC: Active Threshold Calibration for Cold-Start Knowledge Graph Completion
Anastasiia Sedova, Benjamin Roth
Self-supervised knowledge-graph completion (KGC) relies on estimating a scoring model over (entity, relation, entity)-tuples, for example, by embedding an initial knowledge graph.…