declare-lab / dellaLinks
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
☆36Updated last year
Alternatives and similar repositories for della
Users that are interested in della are comparing it to the libraries listed below
Sorting:
- Codes for Merging Large Language Models☆33Updated last year
- Official PyTorch Implementation of EMoE: Unlocking Emergent Modularity in Large Language Models [main conference @ NAACL2024]☆35Updated last year
- ☆20Updated 10 months ago
- [ICLR 2025] SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction☆82Updated 6 months ago
- [ACL'25 Oral] What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective☆75Updated 3 months ago
- Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks (EMNLP'24)☆147Updated last year
- An Efficient LLM Fine-Tuning Factory Optimized for MoE PEFT☆124Updated 7 months ago
- Code associated with Tuning Language Models by Proxy (Liu et al., 2024)☆121Updated last year
- ☆133Updated last month
- [NeurIPS 2024 Spotlight] EMR-Merging: Tuning-Free High-Performance Model Merging☆69Updated 7 months ago
- [NeurIPS 2024 Main Track] Code for the paper titled "Instruction Tuning With Loss Over Instructions"☆39Updated last year
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆105Updated last year
- State-of-the-art Parameter-Efficient MoE Fine-tuning Method☆191Updated last year
- CoT-Valve: Length-Compressible Chain-of-Thought Tuning☆86Updated 8 months ago
- Repo for the EMNLP'24 Paper "Dual-Space Knowledge Distillation for Large Language Models". A general white-box KD framework for both same…☆60Updated last month
- ☆194Updated last year
- ☆85Updated 9 months ago
- ☆44Updated 3 weeks ago
- ☆33Updated 2 years ago
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆95Updated 3 months ago
- [EMNLP 2025] LightThinker: Thinking Step-by-Step Compression☆106Updated 6 months ago
- A Sober Look at Language Model Reasoning☆84Updated last week
- The official implementation for [NeurIPS2025 Oral] Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink…☆89Updated last month
- Code for the EMNLP24 paper "A simple and effective L2 norm based method for KV Cache compression."☆16Updated 10 months ago
- ☆18Updated 10 months ago
- [NAACL 2025] A Closer Look into Mixture-of-Experts in Large Language Models☆55Updated 8 months ago
- ☆19Updated 9 months ago
- Official repository for ACL 2025 paper "Model Extrapolation Expedites Alignment"☆75Updated 4 months ago
- Code for ICLR 2025 Paper "What is Wrong with Perplexity for Long-context Language Modeling?"☆102Updated last week
- Model merging is a highly efficient approach for long-to-short reasoning.☆86Updated 4 months ago