CHASE: Channel-Aligned Structure Exploitation for Geometry-Aware Model Engineering
cs.LG, cs.CL
Submitted: 2026-10-07
Updated: 2026-10-07
Sources
- Optimised Grouped-Query Attention Mechanism for Transformers
- The Llama 3 Herd of Models
- RCPU: Rotation-Constrained Error Compensation for Structured Pruning of Large Language Models
- RULER: What's the Real Context Size of Your Long-Context Language Models?
- Geometric and Spectral Alignment for Deep Neural Network I
- Geometric and Spectral Alignment for Deep Neural Network II
- ShortGPT: Layers in Large Language Models are More Redundant Than You Expect
- Pointer Sentinel Mixture Models
- Mistral 7B
- Fast Transformer Decoding: One Write-Head is All You Need
- Qwen2.5 Technical Report
- Llama 2: Open Foundation and Fine-Tuned Chat Models
- CORA: Per-Slice Coherent Orthogonal Rotation for SVD-based Low-Rank Adaptation
- Qwen2.5-1M Technical Report
- Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch
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