NLEPs: Bridging the gap between LLMs and symbolic reasoning

Researchers have introduced a novel approach called natural language embedded programs (NLEPs) to improve the numerical and symbolic reasoning capabilities of large language models (LLMs). The technique involves prompting LLMs to generate and execute Python programs to solve user queries, then output solutions in natural language.

While LLMs like ChatGPT have demonstrated impressive performance on various tasks, they often struggle with problems requiring numerical or symbolic...

GPT-4o delivers human-like AI interaction with text, audio, and vision integration

OpenAI has launched its new flagship model, GPT-4o, which seamlessly integrates text, audio, and visual inputs and outputs, promising to enhance the naturalness of machine interactions.

GPT-4o, where the “o” stands for “omni,” is designed to cater to a broader spectrum of input and output modalities. “It accepts as input any combination of text, audio, and image and generates any combination of text, audio, and image outputs,” OpenAI announced.

Users can...

Chuck Ros, SoftServe: Delivering transformative AI solutions responsibly

As the world embraces the transformative potential of AI, SoftServe is at the forefront of developing cutting-edge AI solutions while prioritising responsible deployment.

Ahead of AI & Big Data Expo North America – where the company will showcase its expertise – Chuck Ros, Industry Success Director at SoftServe, provided valuable insights into the company's AI initiatives, the challenges faced, and its future strategy for leveraging this powerful...

Mixtral 8x22B sets new benchmark for open models

Mistral AI has released Mixtral 8x22B, which sets a new benchmark for open source models in performance and efficiency. The model boasts robust multilingual capabilities and superior mathematical and coding prowess.

Mixtral 8x22B operates as a Sparse Mixture-of-Experts (SMoE) model, utilising just 39 billion of its 141 billion parameters when active.

Beyond its efficiency, the Mixtral 8x22B boasts fluency in multiple major languages including English, French, Italian,...

OpenAI makes GPT-4 Turbo with Vision API generally available

OpenAI has announced that its powerful GPT-4 Turbo with Vision model is now generally available through the company's API, opening up new opportunities for enterprises and developers to integrate advanced language and vision capabilities into their applications.

The launch of GPT-4 Turbo with Vision on the API follows the initial release of GPT-4's vision and audio upload features last September and the unveiling of the turbocharged GPT-4 Turbo model at OpenAI's developer...

Stability AI unveils 12B parameter Stable LM 2 model and updated 1.6B variant

Stability AI has introduced the latest additions to its Stable LM 2 language model series: a 12 billion parameter base model and an instruction-tuned variant. These models were trained on an impressive two trillion tokens across seven languages: English, Spanish, German, Italian, French, Portuguese, and Dutch.

The 12 billion parameter model aims to strike a balance between strong performance, efficiency, memory requirements, and speed. It follows the established framework of...

ML Olympiad returns with over 20 challenges

The popular ML Olympiad is back for its third round with over 20 community-hosted machine learning competitions on Kaggle.

The ML Olympiad – organised by groups including ML GDE, TFUG, and other ML communities – aims to provide developers with hands-on opportunities to learn and practice machine learning skills by tackling real-world challenges.

Over the previous two rounds, an impressive 605 teams participated across 32 competitions, generating 105 discussions and...

AIs in India will need government permission before launching

In an advisory issued by India’s Ministry of Electronics and Information Technology (MeitY) last Friday, it was declared that any AI technology still in development must acquire explicit government permission before being released to the public.

Developers will also only be able to deploy these technologies after labelling the potential fallibility or unreliability of the output generated.

Furthermore, the document outlines plans for implementing a "consent popup"...

UK and Canada sign AI compute agreement

The UK and Canada have signed a landmark agreement to collaborate on the computing power needed to advance AI research and development. 

The new Memorandum of Understanding on compute was signed in Ottawa by UK Technology Secretary Michelle Donelan and Canadian Minister for Innovation, Science and Industry François-Phillippe Champagne. It cements the two countries' partnership on AI by committing them to explore ways to give researchers and companies affordable access to the...

OpenAI releases new models and lowers API pricing

OpenAI has announced several updates that will benefit developers using its AI services, including new embedding models, a lower price for GPT-3.5 Turbo, an updated GPT-4 Turbo preview, and more robust content moderation capabilities.

The San Francisco-based AI lab said its new text-embedding-3-small and text-embedding-3-large models offer upgraded performance over previous generations. For example, text-embedding-3-large achieves average scores of 54.9 percent on the MIRACL...