TLDR AI

TLDR AI 2024-01-26

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01HEADLINES & LAUNCHES

HUGGING FACE AND GCP PARTNERSHIP

Hugging Face has partnered with Google Cloud to give easy access to models and compute for customers of both platforms.

huggingface.co8 min read

NEW GPT-4 TURBO AND EMBEDDING MODELS

OpenAI released a new embeddings model, a better and cheaper GPT-3.5 Turbo, and a less lazy GPT-4 Turbo preview. It has improved pricing and tried to improve the GPT-4 Turbo preview model to prevent the laziness issue in code generation.

openai.com4 min read

QDRANT RAISES $28M SERIES A

The vector database company that powers portions of ChatGPT and X's “More like this” has raised money to improve its Rust-based vector store and expand its enterprise offerings.

qdrant.tech2 min read

02RESEARCH & INNOVATION

DITTOGYM: LEARNING TO CONTROL SOFT SHAPE-SHIFTING ROBOTS

Soft robotics is a challenge due to the large control space. This work introduces a simulator with various tasks for manipulating soft “ditto” like objects. It contains utilities, visualization, and some strong baselines.

dittogym.github.io8 min read

SCENE GRAPH GENERATION WITH TRANSFORMERS

Researchers have developed a new method for creating scene graphs, making the process faster and more efficient. Their transformer-based technique focuses on improving the way the model understands and connects different elements in an image, leading to better performance on challenging tasks.

arxiv.org1 min read

SPEECH GENERATION WITH SPEECHGPT-GEN

SpeechGPT-Gen is a new speech synthesis model that efficiently handles the complexities of language and voice characteristics.

github.comGitHub repository

03ENGINEERING & RESOURCES

LLM STEER - LIBRARY FOR CONTROLLING GENERATION

LLM Steer is a library for controlling language model generation with sentiment vectors. This means you can embed a concept like “thoughtful” and make the generation more thoughtful. It tends to work better than prompting in general, but more study is needed.

github.comGitHub repository

ROTATION MANIPULATION IN PYTORCH

RoMa is a library for PyTorch for dealing with tricky rotations. It is reasonably efficient and can be used to help with any project that uses 3D data.

github.comGitHub repository

EVALUATION BOARD OF MULTI-TURN LLM

AgentBoard is a benchmark designed for multi-turn LLM agents, complemented by an analytical evaluation board for detailed model assessment beyond final success rates.

hkust-nlp.github.io3 min read

04MISCELLANEOUS

BETTER IMAGE SIMILARITY METRIC

Image similarity systems give a score based on how similar two images are. This work improves upon previous methods, primarily by relying on synthetic data and human preferences.

dreamsim-nights.github.io8 min read