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Collections including paper arxiv:2410.20672

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 156
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 237
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus

Paper • 2603.20105 • Published Mar 20 • 37

Learning Video Representations without Natural Videos

Paper • 2410.24213 • Published Oct 31, 2024 • 16
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Paper • 2410.23168 • Published Oct 30, 2024 • 24
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10

CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data

Paper • 2404.15653 • Published Apr 24, 2024 • 28
MoDE: CLIP Data Experts via Clustering

Paper • 2404.16030 • Published Apr 24, 2024 • 13
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 49
Reducing Transformer Key-Value Cache Size with Cross-Layer Attention

Paper • 2405.12981 • Published May 21, 2024 • 33

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 25
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data

Paper • 2404.15653 • Published Apr 24, 2024 • 28
MoDE: CLIP Data Experts via Clustering

Paper • 2404.16030 • Published Apr 24, 2024 • 13
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 49
Reducing Transformer Key-Value Cache Size with Cross-Layer Attention

Paper • 2405.12981 • Published May 21, 2024 • 33

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 74
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 237
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10

Model Architecture

Differential Transformer

Paper • 2410.05258 • Published Oct 7, 2024 • 183
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Paper • 2410.23168 • Published Oct 30, 2024 • 24

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 156
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 156
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data

Paper • 2404.15653 • Published Apr 24, 2024 • 28
MoDE: CLIP Data Experts via Clustering

Paper • 2404.16030 • Published Apr 24, 2024 • 13
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 49
Reducing Transformer Key-Value Cache Size with Cross-Layer Attention

Paper • 2405.12981 • Published May 21, 2024 • 33

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 237
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus

Paper • 2603.20105 • Published Mar 20 • 37

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 74
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 237
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10

Learning Video Representations without Natural Videos

Paper • 2410.24213 • Published Oct 31, 2024 • 16
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Paper • 2410.23168 • Published Oct 30, 2024 • 24
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10

Model Architecture

Differential Transformer

Paper • 2410.05258 • Published Oct 7, 2024 • 183
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 10
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Paper • 2410.23168 • Published Oct 30, 2024 • 24

CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data

Paper • 2404.15653 • Published Apr 24, 2024 • 28
MoDE: CLIP Data Experts via Clustering

Paper • 2404.16030 • Published Apr 24, 2024 • 13
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 49
Reducing Transformer Key-Value Cache Size with Cross-Layer Attention

Paper • 2405.12981 • Published May 21, 2024 • 33

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 156
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 25
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

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