SOTAVerified

Long-range modeling

A new task for testing the long-sequence modeling capabilities and efficiency of language models.

Image credit: SCROLLS: Standardized CompaRison Over Long Language Sequences

Papers

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Showing 76–95 of 95 papers

TitleStatusHype
Dimension Mixer: Group Mixing of Input Dimensions for Efficient Function ApproximationCode0
Advancing Regular Language Reasoning in Linear Recurrent Neural NetworksCode0
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model—0
AICT: An Adaptive Image Compression Transformer—0
Focus Your Attention (with Adaptive IIR Filters)—0
A General-Purpose Multilingual Document EncoderCode0
RFR-WWANet: Weighted Window Attention-Based Recovery Feature Resolution Network for Unsupervised Image RegistrationCode0
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation—0
CoLT5: Faster Long-Range Transformers with Conditional Computation—0
Token Transformer: Can class token help window-based transformer build better long-range interactions?—0
Pose Guided Human Image Synthesis with Partially Decoupled GAN—0
CNSNet: A Cleanness-Navigated-Shadow Network for Shadow RemovalCode0
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis ProjectionsCode0
On the Parameterization and Initialization of Diagonal State Space ModelsCode0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Diagonal State Spaces are as Effective as Structured State SpacesCode0
Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactions—0
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy—0
Sparse Factorization of Large Square MatricesCode0
Gated Relational Graph Attention Networks—0
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