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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 11–20 of 95 papers

Title	Date	Tasks	Status	Hype	Score
Hungry Hungry Hippos: Towards Language Modeling with State Space Models	Dec 28, 2022	8kCoreference Resolution	CodeCode Available	2	5
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	Feb 5, 2024	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	2	5
MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection	Jul 6, 2025	3D Object DetectionAttribute	CodeCode Available	2	5
Simplified State Space Layers for Sequence Modeling	Aug 9, 2022	Computational EfficiencyListOps	CodeCode Available	2	5
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation	Mar 12, 2024	Image SegmentationLong-range modeling	CodeCode Available	2	5
Liquid Structural State-Space Models	Sep 26, 2022	Heart rate estimationLong-range modeling	CodeCode Available	2	5
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration	Jan 25, 2024	Computed Tomography (CT)Image Registration	CodeCode Available	2	5
Mega: Moving Average Equipped Gated Attention	Sep 21, 2022	Image ClassificationInductive Bias	CodeCode Available	2	5
Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks	Jan 6, 2022	Audio ClassificationClassification	CodeCode Available	1	5
ChordMixer: A Scalable Neural Attention Model for Sequences with Different Lengths	Jun 12, 2022	ChunkingDocument Classification	CodeCode Available	1	5

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