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Collections including paper arxiv:2503.01933

Small Language Models

Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 508
Small Language Models: Survey, Measurements, and Insights

Paper • 2409.15790 • Published Sep 24, 2024 • 2
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows

Paper • 2505.24189 • Published May 30, 2025 • 5

Sparse Mixture of Experts datasets for mathematical reasoning and complex calculations.

open-r1/OpenR1-Math-220k

Viewer • Updated Feb 18, 2025 • 450k • 9.33k • 713
QuixiAI/dolphin-r1

Viewer • Updated Jan 30, 2025 • 814k • 540 • 296
open-r1/OpenThoughts-114k-math

Viewer • Updated Jan 30, 2025 • 89.1k • 532 • 91
open-thoughts/OpenThoughts-114k

Viewer • Updated Aug 31, 2025 • 228k • 67.3k • 807

impactful-papers

Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning

Paper • 2311.11077 • Published Nov 18, 2023 • 29
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 90
LoRA: Low-Rank Adaptation of Large Language Models

Paper • 2106.09685 • Published Jun 17, 2021 • 58
ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Paper • 2403.03853 • Published Mar 6, 2024 • 66

Self-Boosting Large Language Models with Synthetic Preference Data

Paper • 2410.06961 • Published Oct 9, 2024 • 16
Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 377
SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation

Paper • 2412.13649 • Published Dec 18, 2024 • 21
NeoBERT: A Next-Generation BERT

Paper • 2502.19587 • Published Feb 26, 2025 • 38

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 152
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 • 60
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows

Paper • 2505.24189 • Published May 30, 2025 • 5

Prompt-to-Leaderboard

Paper • 2502.14855 • Published Feb 20, 2025 • 7
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24, 2025 • 32
Generating Skyline Datasets for Data Science Models

Paper • 2502.11262 • Published Feb 16, 2025 • 7
Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge

Paper • 2502.12501 • Published Feb 18, 2025 • 6

On Domain-Specific Post-Training for Multimodal Large Language Models

Paper • 2411.19930 • Published Nov 29, 2024 • 31
START: Self-taught Reasoner with Tools

Paper • 2503.04625 • Published Mar 6, 2025 • 113
Union of Experts: Adapting Hierarchical Routing to Equivalently Decomposed Transformer

Paper • 2503.02495 • Published Mar 4, 2025 • 9
Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 120

Small Language Models

Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 508
Small Language Models: Survey, Measurements, and Insights

Paper • 2409.15790 • Published Sep 24, 2024 • 2
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows

Paper • 2505.24189 • Published May 30, 2025 • 5

Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows

Paper • 2505.24189 • Published May 30, 2025 • 5

Sparse Mixture of Experts datasets for mathematical reasoning and complex calculations.

open-r1/OpenR1-Math-220k

Viewer • Updated Feb 18, 2025 • 450k • 9.33k • 713
QuixiAI/dolphin-r1

Viewer • Updated Jan 30, 2025 • 814k • 540 • 296
open-r1/OpenThoughts-114k-math

Viewer • Updated Jan 30, 2025 • 89.1k • 532 • 91
open-thoughts/OpenThoughts-114k

Viewer • Updated Aug 31, 2025 • 228k • 67.3k • 807

Prompt-to-Leaderboard

Paper • 2502.14855 • Published Feb 20, 2025 • 7
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24, 2025 • 32
Generating Skyline Datasets for Data Science Models

Paper • 2502.11262 • Published Feb 16, 2025 • 7
Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge

Paper • 2502.12501 • Published Feb 18, 2025 • 6

impactful-papers

Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning

Paper • 2311.11077 • Published Nov 18, 2023 • 29
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 90
LoRA: Low-Rank Adaptation of Large Language Models

Paper • 2106.09685 • Published Jun 17, 2021 • 58
ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Paper • 2403.03853 • Published Mar 6, 2024 • 66

On Domain-Specific Post-Training for Multimodal Large Language Models

Paper • 2411.19930 • Published Nov 29, 2024 • 31
START: Self-taught Reasoner with Tools

Paper • 2503.04625 • Published Mar 6, 2025 • 113
Union of Experts: Adapting Hierarchical Routing to Equivalently Decomposed Transformer

Paper • 2503.02495 • Published Mar 4, 2025 • 9
Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective

Paper • 2503.01933 • Published Mar 3, 2025 • 13

Self-Boosting Large Language Models with Synthetic Preference Data

Paper • 2410.06961 • Published Oct 9, 2024 • 16
Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 377
SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation

Paper • 2412.13649 • Published Dec 18, 2024 • 21
NeoBERT: A Next-Generation BERT

Paper • 2502.19587 • Published Feb 26, 2025 • 38

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 120

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 152
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 • 60
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 48

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