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agents

An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents

agentverse

🤖 AgentVerse 🪐 is designed to facilitate the deployment of multiple LLM-based agents in various applications, which primarily provides two frameworks: task-solving and simulation

alpaca-cot

We unified the interfaces of instruction-tuning data (e.g., CoT data), multiple LLMs and parameter-efficient methods (e.g., lora, p-tuning) together for easy use. Meanwhile, we created a new branch to build a Tabular LLM.（我们分别统一了丰富的IFT数据（如CoT数据，目前仍不断扩充）、多种训练效率方法（如lora，p-tuning）以及多种LLMs，三个层面上的接口，打造方便研究人员上手的LLM-IFT研究平台。同时tabular_llm分支构建了面向表格智能任务的LLM。

alpaca-lora

Instruct-tune LLaMA on consumer hardware

awesome-adapter-resources

Collection of Tools and Papers related to Adapters (aka Parameter-Efficient Transfer Learning/ Fine-Tuning)

awesome-llm-prompt-optimization

Awesome-LLM-Prompt-Optimization: a curated list of advanced prompt optimization and tuning methods in Large Language Models

awesome-llm-uncertainty-reliability-robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

awesome-parameter-efficient-transfer-learning

A collection of parameter-efficient transfer learning papers focusing on computer vision and multimodal domains.

black-box-tuning

ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models

calibrate-before-use

Few-shot Learning of GPT-3

channel-lm-prompting

An original implementation of "Noisy Channel Language Model Prompting for Few-Shot Text Classification"

compacter

dola

Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"

ds-agent

Official implementation of "DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning" in ICML'24

dspy

DSPy: The framework for programming—not prompting—foundation models

function_vectors

Function Vectors in Large Language Models [ICLR 2024]

gemini-benchmark

grips

Code for our paper: "GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models"

hanzhou032

hanzhou032.github.io

hugo-academic

hyperformer

icv

Code for In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering

llm-safeguard

Official repository for ICML 2024 paper "On Prompt-Driven Safeguarding for Large Language Models"

long-context-icl

Data and code for the preprint "In-Context Learning with Long-Context Models: An In-Depth Exploration"

ltl-autopeft

mixture-of-prompts

multi-agents-debate

MAD: The first work to explore Multi-Agent Debate with Large Language Models :D

multi-robot-coordination

Source codes of my 4YP in University of Oxford

multi3woz_ltl

The official repository for Multi3WOZ: A Multilingual, Multi-Domain, Multi-Parallel Dataset for Training and Evaluating Culturally Adapted Task-Oriented Dialog Systems (Hu et al., to appear; TACL)