Codebase for reproducing the experiments of the semantic uncertainty paper (short-phrase and sentence-length experiments).

Can large language models provide useful feedback on research papers? A large-scale empirical analysis.

Code for the paper "Poseidon: Efficient Foundation Models for PDEs"

Learning in infinite dimension with neural operators.

Collaborative book Machine Learning Systems

ICON for in-context operator learning

[ICLR 2023] "Learning to Grow Pretrained Models for Efficient Transformer Training" by Peihao Wang, Rameswar Panda, Lucas Torroba Hennigen, Philip Greengard, Leonid Karlinsky, Rogerio Feris, David …

Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.

DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

PROSE: Predicting Multiple Operators and Symbolic Expressions

An intuitive LLM prompting framework for multifunctional agents, by explicitly constructing a complex "thought process" from simple natural language prompts.

TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients.

A reading list for large models safety, security, and privacy (including Awesome LLM Security, Safety, etc.).

A WebUI for Efficient Fine-Tuning of 100+ LLMs (ACL 2024)

"Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases" by Jiarui Li and Ye Yuan and Zehua Zhang

Self-Alignment with Principle-Following Reward Models

[NeurIPS'23 Spotlight] "Mind2Web: Towards a Generalist Agent for the Web"

[ICML'24] SeeAct is a system for generalist web agents that autonomously carry out tasks on any given website, with a focus on large multimodal models (LMMs) such as GPT-4V(ision).

Examples scripts that showcase how to use Private AI Text to de-identify, redact, hash, tokenize, mask and synthesize PII in text.

Next.js app for serverless deployments of OpenAI Whisper on Banana.dev

Port of OpenAI's Whisper model in C/C++

Awesome list for LLM pruning.