# May 10, 2024

- **Roman snail dye**, known as Tyrian purple, **valued more than gold**, has been **discovered in the UK** for the first time at a cricket club, marking a significant archaeological find.

- An investigation revealed a **nationwide scam on Airbnb**, involving fake hosts and nearly 100 property listings across eight cities, exploiting the platform's policies for financial gain.

- **Consistency Large Language Models (CLLMs)** introduce a **new method for parallel decoding**, significantly **reducing inference latency** by efficiently decoding an $n$-token sequence per inference step, leveraging **Jacobi trajectories** for training. [Read the paper](https://arxiv.org/abs/2403.00835) for detailed insights.

- **ElevenLabs Music** introduces an **early preview** showcasing songs generated from a **single text prompt**, demonstrating the platform's innovative approach to music creation.

- Wilson Lin mapped and analyzed **40 million Hacker News posts and comments** using text embeddings to create a semantic map, aiming to enhance search, recommendations, and topic sentiment analysis. [Data and code available here](https://github.com/wilsonzlin/hackerverse).

- **Datatype99 introduces type-safe, portable, and predictable algebraic data types (ADTs) for C99**, enhancing safety and developer productivity without external dependencies.

- **AdVon, an AI company known for creating fake writers at Sports Illustrated, has been found to produce vast amounts of AI-generated content** for prominent publications, blurring the lines between journalism and advertising.

- **Multimodal models like CLIP and Stable-Diffusion** do not exhibit true "zero-shot" generalization but instead **require exponentially more data** for linear improvements in performance on new concepts.

- **Muddy** is a **browser designed for collaborative work**, automatically organizing project files and web apps into a unified, personalized workspace for each user, as demonstrated in their [YouTube demo](https://www.youtube.com/watch?v=tZr49aN3sjQ).

- **Ellipsis is an AI-powered development tool** that automates code reviews, generates code from GitHub comments, and addresses pull request comments with working, tested code, enhancing the speed of software development.

- The author's paper was **accused of plagiarism** due to a **92% match** with a pre-print version of the same paper on **Arxiv**, highlighting a significant oversight in the plagiarism detection process.

- **CS388** offers a comprehensive **online master's course in Natural Language Processing (NLP)**, featuring a curriculum that spans from **linear sentiment classification to advanced topics like transformers and large language models**, accessible through a [YouTube playlist](https://www.youtube.com/playlist?list=PLofp2YXfp7TZZ5c7HEChs0_wfEfewLDs7).

- **AlphaFold 3** by DeepMind introduces **marginal improvements in protein folding accuracy** and **more than doubles accuracy in protein antibodies**, marking a significant advancement in computational biology.

- **Interaction with large language models (LLMs) like GPT-4** in text-adventure games enables **emergent behaviors**, allowing players to **co-create game narratives** beyond the original storyline.

- **Vision Transformers Need Registers** introduces **additional tokens** to Vision Transformer inputs, **eliminating artifacts** in feature maps and setting new benchmarks for self-supervised visual models. [Read more](https://openreview.net/forum?id=2dnO3LLiJ1)