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Official Implementation of InstructZero; the first framework to optimize bad prompts of ChatGPT(API LLMs) and finally obtain good prompts!
SuperSonic is the next-generation BI+AI platform that unifies Chat BI (powered by LLM) and Headless BI (powered by semantic layer) paradigms.
Companion webpage to the book "Mathematics For Machine Learning"
official code for "Large Language Models as Optimizers"
SGLang is a fast serving framework for large language models and vision language models.
Function Vectors in Large Language Models (ICLR 2024)
Code and data accompanying our ACL 2020 paper, "Unsupervised Domain Clusters in Pretrained Language Models".
DSPy: The framework for programming—not prompting—foundation models
An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.
ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models
Code of "Improving Machine Translation with Human Feedback: An Exploration of Quality Estimation as a Reward Model"
Code for our EMNLP 2023 Paper: "LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models"
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
Code for In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering
Repository for Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning
The implementation of "Mitigating Hallucinations and Off-target Machine Translation with Source-Contrastive and Language-Contrastive Decoding"
Minimum Bayes Risk Decoding for Hugging Face Transformers