Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]
☆90Sep 13, 2024Updated last year
Alternatives and similar repositories for shortened-llm
Users that are interested in shortened-llm are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A Compressed Stable Diffusion for Efficient Text-to-Image Generation [ECCV'24]☆319Jul 6, 2024Updated last year
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆41Feb 4, 2025Updated last year
- Structured Neuron Level Pruning to compress Transformer-based models [ECCV'24]☆16Aug 7, 2024Updated last year
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Jul 24, 2024Updated last year
- Unofficial implementations of block/layer-wise pruning methods for LLMs.☆78Apr 29, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆30Jul 22, 2024Updated last year
- Code Implementation for "NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models" (EMNLP …☆17Oct 17, 2023Updated 2 years ago
- ☆19Jan 3, 2025Updated last year
- Official PyTorch implementation of "LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging" (ICML 2024)☆31Apr 13, 2026Updated 2 months ago
- Prune transformer layers☆74May 30, 2024Updated 2 years ago
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆76Jan 6, 2024Updated 2 years ago
- A family of compressed models obtained via pruning and knowledge distillation☆380Nov 6, 2025Updated 7 months ago
- ☆12Oct 9, 2023Updated 2 years ago
- Awesome list for LLM pruning.☆297Oct 11, 2025Updated 8 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆43Aug 14, 2024Updated last year
- SMART introduces a novel test-time framework where Small Language Models (SLMs) reason step-by-step, and Large Language Models (LLMs) pro…☆12Jul 9, 2025Updated 11 months ago
- [ICCV 2025] Official code for "AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning"☆64Oct 9, 2025Updated 8 months ago
- Official PyTorch implementation of QwT—“Quantization without Tears” (CVPR 2025): fast, accurate, and hassle-free post-training network qu…☆32Sep 30, 2025Updated 8 months ago
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…☆1,131Oct 7, 2024Updated last year
- Code for "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models" (ICLR 2024)☆21Feb 16, 2024Updated 2 years ago
- ☆23Nov 26, 2024Updated last year
- A block pruning framework for LLMs.☆28May 17, 2025Updated last year
- The source code of [WWW 2025] MoDiCF☆15Mar 26, 2026Updated 3 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Text Clustering as Classification with LLMs☆18Oct 2, 2025Updated 8 months ago
- [ICML 2024] Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibrati…☆45Jun 30, 2024Updated last year
- For releasing code related to compression methods for transformers, accompanying our publications☆462Jan 16, 2025Updated last year
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆48Jun 4, 2024Updated 2 years ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆123Mar 6, 2024Updated 2 years ago
- An implementation of LazyLLM token pruning for LLaMa 2 model family.☆13Jan 6, 2025Updated last year
- ☆25Oct 31, 2024Updated last year
- [ICML 2025] Official implementation of the paper "SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling". …☆22Nov 17, 2025Updated 7 months ago
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆16Dec 9, 2023Updated 2 years ago
- [ACL Findings 2026] Official Implementation of "FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acc…☆32Apr 14, 2026Updated 2 months ago
- Repository for Sparse Finetuning of LLMs via modified version of the MosaicML llmfoundry☆43Jan 15, 2024Updated 2 years ago
- My Implementation of Q-Sparse: All Large Language Models can be Fully Sparsely-Activated☆37Aug 14, 2024Updated last year
- Repo for the EMNLP'24 Paper "Dual-Space Knowledge Distillation for Large Language Models". A general white-box KD framework for both same…☆63Mar 21, 2026Updated 3 months ago
- ☆42Oct 31, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆429Aug 13, 2024Updated last year