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Collections including paper arxiv:2506.18349

SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23 • 13
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 294

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated May 1 • 5.97k • 1.16k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14 • 14
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17 • 1.18k • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 61

Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free

Paper • 2410.10814 • Published Oct 14, 2024 • 52
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24 • 31
Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Paper • 2506.14731 • Published Jun 17 • 9
SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23 • 13

Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers

Paper • 2504.20752 • Published Apr 29 • 93
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math

Paper • 2504.21233 • Published Apr 30 • 49
AF Adapter: Continual Pretraining for Building Chinese Biomedical Language Model

Paper • 2211.11363 • Published Nov 21, 2022 • 1
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 51

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28 • 7
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10 • 30
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28 • 8

about 18 hours ago

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 29
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 42
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 55
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23 • 13
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 294

Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers

Paper • 2504.20752 • Published Apr 29 • 93
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math

Paper • 2504.21233 • Published Apr 30 • 49
AF Adapter: Continual Pretraining for Building Chinese Biomedical Language Model

Paper • 2211.11363 • Published Nov 21, 2022 • 1
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Paper • 2405.12130 • Published May 20, 2024 • 51

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated May 1 • 5.97k • 1.16k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14 • 14
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17 • 1.18k • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 61

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28 • 7
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10 • 30
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28 • 8

Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free

Paper • 2410.10814 • Published Oct 14, 2024 • 52
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24 • 31
Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Paper • 2506.14731 • Published Jun 17 • 9
SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23 • 13

about 18 hours ago

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 29
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 42
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 55
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

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