Representation Surgery for Multi-Task Model Merging. ICML, 2024.

Code for 'LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders'

Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models

Code release for Dataless Knowledge Fusion by Merging Weights of Language Models (https://openreview.net/forum?id=FCnohuR6AnM)

Model Stock: All we need is just a few fine-tuned models

Codebase for Merging Language Models (ICML 2024)

利用HuggingFace的官方下载工具从镜像网站进行高速下载。

Tools for merging pretrained large language models.

Retrieval and Retrieval-augmented LLMs

Is Vec2Text Really a Threat toDense Retrieval Systems?

utilities for decoding deep representations (like sentence embeddings) back to text

Awesome papers about unifying LLMs and KGs

Instruct-tune LLaMA on consumer hardware

In-Context Learning for eXtreme Multi-Label Classification (XMC) using only a handful of examples.

本项目旨在分享大模型相关技术原理以及实战经验（大模型工程化、大模型应用落地）

awesome papers in LLM interpretability

[NeurIPS 2024] Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in Large Language Models

Data Augmentation for Intent Classification with Off-the-Shelf Large Language Models is a ServiceNow Research project

Official resources of "Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification" (ACL 2023 long).

Code for the KDD-2023 paper: Neural-Hidden-CRF: A Robust Weakly-Supervised Sequence Labeler

A curated list of awesome Mix

📋 A list of open LLMs available for commercial use.

An Open-Source Framework for Prompt-Learning.

Pytorch implementation of the paper "Circle Loss: A Unified Perspective of Pair Similarity Optimization"

MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification