Machine Learning · Computer Science
Parity, Sensitivity, and Transformers
Alexander Kozachinskiy, Tomasz Steifer, Przemysław Wałȩga
2026-05-08
Quantum Physics · Physics
Optimal Decoder for the Error Correcting Parity Code
Konstantin Tiurev, Christophe Goeller, Leo Stenzel, Paul Schnabl +3
2025-11-20
Machine Learning · Computer Science
Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks
Mahdi Sabbaghi, George Pappas, Hamed Hassani, Surbhi Goel
2024-06-05
Computation and Language · Computer Science
Multilingual Machine Translation: Closing the Gap between Shared and Language-specific Encoder-Decoders
Carlos Escolano, Marta R. Costa-jussà, José A. R. Fonollosa, Mikel Artetxe
2020-04-15
Machine Learning · Computer Science
Position Coupling: Improving Length Generalization of Arithmetic Transformers Using Task Structure
Hanseul Cho, Jaeyoung Cha, Pranjal Awasthi, Srinadh Bhojanapalli +2
2024-10-31
Computation and Language · Computer Science
UDapter: Language Adaptation for Truly Universal Dependency Parsing
Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord
2020-10-07
Computation and Language · Computer Science
Transformer Language Models without Positional Encodings Still Learn Positional Information
Adi Haviv, Ori Ram, Ofir Press, Peter Izsak +1
2022-12-07
Analysis of PDEs · Mathematics
Invariance Properties of Generalized Polarization Tensors and Design of Shape Descriptors in Three Dimensions
Habib Ammari, Daewon Chung, Hyeonbae Kang, Han Wang
2012-12-17
Audio and Speech Processing · Electrical Eng. & Systems
Exploring Length Generalization For Transformer-based Speech Enhancement
Qiquan Zhang, Hongxu Zhu, Xinyuan Qian, Eliathamby Ambikairajah +1
2025-06-10
Computation and Language · Computer Science
Structured Multidimensional Representation Learning for Large Language Models
Alaa El Ichi, Khalide Jbilou, Mohamed El Guide, Franck Dufrenois
2026-03-09
Machine Learning · Computer Science
Randomized Positional Encodings Boost Length Generalization of Transformers
Anian Ruoss, Grégoire Delétang, Tim Genewein, Jordi Grau-Moya +4
2023-05-29
Computation and Language · Computer Science
Efficient Speech Translation with Dynamic Latent Perceivers
Ioannis Tsiamas, Gerard I. Gállego, José A. R. Fonollosa, Marta R. Costa-jussà
2023-03-15
Machine Learning · Computer Science
Transformers Can Achieve Length Generalization But Not Robustly
Yongchao Zhou, Uri Alon, Xinyun Chen, Xuezhi Wang +2
2024-02-15
Computation and Language · Computer Science
Enhanced Transformer Architecture for Natural Language Processing
Woohyeon Moon, Taeyoung Kim, Bumgeun Park, Dongsoo Har
2023-10-18