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Collections including paper arxiv:2505.12781

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 8
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Paper • 2507.04404 • Published Jul 6, 2025 • 22
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float

Paper • 2504.11651 • Published Apr 15, 2025 • 31
A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 264

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

Paper • 2504.20752 • Published Apr 29, 2025 • 97
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math

Paper • 2504.21233 • Published Apr 30, 2025 • 50
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 • 49

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 31
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 45
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 24

DVPS Scientific Watch

Collection of external scientific material relevant to the project

HuggingFaceFW/finetranslations

Viewer • Updated Jan 9 • 3.33B • 28.9k • 302
LLM-Inference-Bench: Inference Benchmarking of Large Language Models on AI Accelerators

Paper • 2411.00136 • Published Oct 31, 2024
The Illusion of Readiness in Health AI

Paper • 2509.18234 • Published Sep 22, 2025 • 1
The Roots of Performance Disparity in Multilingual Language Models: Intrinsic Modeling Difficulty or Design Choices?

Paper • 2601.07220 • Published Jan 12

Low-Rank Clone (LRC)

Model checkpoints for paper "A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone".

A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
JitaiHao/LRC-1.5B-Base

2B • Updated May 18, 2025 • 40 • 1
JitaiHao/LRC-1.5B-SFT

2B • Updated May 18, 2025 • 10
JitaiHao/LRC-1.7B-Base

2B • Updated May 21, 2025 • 24

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 8
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 8
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

DVPS Scientific Watch

Collection of external scientific material relevant to the project

HuggingFaceFW/finetranslations

Viewer • Updated Jan 9 • 3.33B • 28.9k • 302
LLM-Inference-Bench: Inference Benchmarking of Large Language Models on AI Accelerators

Paper • 2411.00136 • Published Oct 31, 2024
The Illusion of Readiness in Health AI

Paper • 2509.18234 • Published Sep 22, 2025 • 1
The Roots of Performance Disparity in Multilingual Language Models: Intrinsic Modeling Difficulty or Design Choices?

Paper • 2601.07220 • Published Jan 12

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Paper • 2507.04404 • Published Jul 6, 2025 • 22
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float

Paper • 2504.11651 • Published Apr 15, 2025 • 31
A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 264

Low-Rank Clone (LRC)

Model checkpoints for paper "A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone".

A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
JitaiHao/LRC-1.5B-Base

2B • Updated May 18, 2025 • 40 • 1
JitaiHao/LRC-1.5B-SFT

2B • Updated May 18, 2025 • 10
JitaiHao/LRC-1.7B-Base

2B • Updated May 21, 2025 • 24

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

Paper • 2504.20752 • Published Apr 29, 2025 • 97
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math

Paper • 2504.21233 • Published Apr 30, 2025 • 50
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 • 49

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 11
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 8
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 31
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 45
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 24

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