ULTRA is a model for learning universal and transferable graph representations for knowledge graphs. It can generalize to any KG with different entity and relation vocabularies, and it outperforms specialized baselines in link prediction experiments. ULTRA’s performance is enhanced through pre-training and fine-tuning, making it suitable for inductive and transferable KG reasoning. Future work includes…

President Joe Biden has issued a comprehensive executive order on AI governance aimed at ensuring transparency and standardization in the industry. The order emphasizes the need for clear content labeling and watermarking practices and includes requirements for AI developers to share safety test results with the US government. Critics have noted the lack of enforcement…

Researchers from Apple and Carnegie Mellon University have developed a benchmark called TIC-DataComp to train foundation models like OpenAI’s CLIP models continuously. They found that starting training at the most recent checkpoint and replaying historical data delivers performance on par with an Oracle while being 2.7 times more computationally efficient. The findings highlight the need…

Despite some progress in the SAG-AFTRA strike negotiations, unresolved issues remain, including the use of AI in recreating performers’ likeness and revenue sharing with streaming platforms. The strike has continued for 109 days, with uncertainty surrounding its end date. Negotiations between SAG-AFTRA and industry producers are ongoing. The Writer’s Guild of America has already secured…

ChatGPT has shown impressive performance in various disciplines, but it struggles with math. While it has performed well in exams like medical and law schools, it falls short in accounting. A study conducted by Professor David Wood revealed that ChatGPT scored 47.4% on accounting exams, significantly lower than humans’ average score of 76.7%. LLMs like…

Amazon Bedrock is a managed service by AWS that provides access to foundation models (FMs) and tools for customization. It allows developers to build generative AI applications using FMs through an API, without infrastructure management. To ensure data privacy, customers can establish a private connection between their VPC and Amazon Bedrock using VPC endpoints powered…

The Amazon SageMaker JumpStart SDK has been simplified for building, training, and deploying foundation models. The code for prediction is now easier to use. This post demonstrates how to get started with using foundation models using the simplified SageMaker Jumpstart SDK in just a few lines of code. You can find more information about the…

Knowledge graphs, like the Financial Dynamic Knowledge Graph (FinDKG) and the Knowledge Graph Transformer (KGTransformer), are valuable tools for enhancing AI systems. These graphs capture interconnected facts and temporal dynamics, allowing for better understanding and analysis. The FinDKG, created from financial news, can be used for risk monitoring and investing. The KGTransformer model outperforms other…

Pixis, a fast-growing AI company, is striving to democratize AI for the growth marketing sector. They are focused on creating products that require zero technical expertise, allowing marketers to directly leverage the potential of AI. Pixis has simplified the implementation process, reduced integration times, and prioritized transparency and data privacy compliance. They believe that AI…

This paper was accepted at the EMNLP Workshop on Computational Approaches to Linguistic Code-Switching (CALCS). It explores the challenges of code-switching (mixing different languages in a sentence) in Natural Language Processing (NLP). Previous studies have shown promising results for end-to-end speech translation, but this paper focuses on unexplored areas.