Alternatives and similar repositories for Compact-Language-Models-via-Pruning-and-Knowledge-Distillation

Users that are interested in Compact-Language-Models-via-Pruning-and-Knowledge-Distillation are comparing it to the libraries listed below

• jeffreysijuntan / lloco
  The official repo for "LLoCo: Learning Long Contexts Offline"
  ☆118Updated last year
• mengxiayu / LLMSuperWeight
  Code for studying the super weight in LLM
  ☆121Updated last year
• VITA-Group / WeLore
  [ICML 2025] From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories and Applications
  ☆52Updated 3 months ago
• jiwonsong-dev / SLEB
  [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks
  ☆39Updated last year
• FasterDecoding / BitDelta
  ☆203Updated last year
• melisa-writer / short-transformers
  Prune transformer layers
  ☆74Updated last year
• samchaineau / llm_slerp_generation
  Repo hosting codes and materials related to speeding LLMs' inference using token merging.
  ☆37Updated 4 months ago
• SalesforceAIResearch / GemFilter
  ☆84Updated 3 months ago
• facebookresearch / LayerSkip
  Code for "LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding", ACL 2024
  ☆356Updated 2 weeks ago
• wuhy68 / Parameter-Efficient-MoE
  Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks (EMNLP'24)
  ☆147Updated last year
• HanGuo97 / lq-lora
  ☆128Updated 2 years ago
• itsnamgyu / block-transformer
  Block Transformer: Global-to-Local Language Modeling for Fast Inference (NeurIPS 2024)
  ☆163Updated 9 months ago
• minyoungg / LTE
  ☆71Updated last year
• siyan-zhao / prepacking
  The source code of our work "Prepacking: A Simple Method for Fast Prefilling and Increased Throughput in Large Language Models" [AISTATS …
  ☆60Updated last year
• IST-DASLab / RoSA
  Official implementation of the ICML 2024 paper RoSA (Robust Adaptation)
  ☆44Updated last year
• CASE-Lab-UMD / Unified-MoE-Compression
  The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".
  ☆88Updated 10 months ago
• SeunghyunSEO / optimized_hf_llama_class_for_training
  ☆48Updated last year
• CASE-Lab-UMD / LLM-Drop
  The official implementation of the paper "What Matters in Transformers? Not All Attention is Needed".
  ☆188Updated 2 months ago
• Infini-AI-Lab / S2FT
  ☆19Updated last year
• nyunAI / Faster-LLM-Survey
  ☆42Updated last year
• UbiquitousLearning / SLM_Survey
  ☆102Updated last year
• hetailang / SqueezeAttention
  ☆38Updated last year
• JayZhang42 / SLED
  SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Model https://arxiv.org/pdf/2411.02433
  ☆116Updated last year
• thepowerfuldeez / OLMo
  My fork os allen AI's OLMo for educational purposes.
  ☆29Updated last year
• fangyuan-ksgk / Tiny-GRPO
  minimal GRPO implementation from scratch
  ☆102Updated 10 months ago
• IST-DASLab / QuEST
  Work in progress.
  ☆79Updated 2 months ago
• mistralai / mistral-evals
  ☆82Updated 2 months ago
• NVlabs / Minitron
  A family of compressed models obtained via pruning and knowledge distillation
  ☆364Updated 3 months ago
• astramind-ai / Mixture-of-depths
  Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"
  ☆177Updated last year
• sramshetty / ShortGPT
  Unofficial implementations of block/layer-wise pruning methods for LLMs.
  ☆77Updated last year