Large Language Models (LLMs) have demonstrated impressive performances in numerous tasks, particularly classification tasks, in recent years. They exhibit a high degree of accuracy when provided with the correct answers or "gold labels". However, if the right answer is deliberately left out, these models tend to select an option from the available choices, even when…
Generative AI (GenAI) is rapidly transforming industries such as healthcare, finance, entertainment, and customer service. The efficiency of GenAI systems by and large depends on the successful integration of four critical constituents: Human, Interface, Data, and large language models (LLMs).
Starting with the human element, it is fundamental for two reasons. Firstly, humans are the ones…
Generative AI (GenAI) has made significant impacts across various industries, including healthcare, finance, entertainment, and customer service, largely due to a successful integration of four key components: Human, Interface, Data, and Large Language Models (LLMs).
The human element is the most defining aspect of GenAI networks. Humans are not only the end-users of these systems,…
Companies often run into multiple vulnerabilities when they scan their code, which can take an average of three months to resolve. This slow process often leads to breaches, especially since 60% of businesses are aware of the unpatched vulnerability used. This process not only detracts from the firm's productivity but is also costly, costing between…
Codestory, a team of researchers, has developed a new multi-agent coding framework known as Aide. Notably, Aide has achieved a 40.3% of accepted solutions on the SWE-Bench-Lite benchmark, which sets a new record in the field. This coding framework is designed to enhance productivity and facilitate easy integration into development environments.
Central to this software framework…
Creating an engaging PowerPoint presentation is a skill that sets you apart in professional, academic, and business fields. A presentation is both an art and talent, which can be enhanced by harnessing the power of AI tools like ChatGPT. Recognizing your audience and defining the purpose of your presentation helps in tailoring the content to…
Language models have become increasingly complex, posing a unique challenge to interpret their inner workings. To mitigate this issue, research has shifted towards the concept of mechanistic interpretability, where the focus is on identifying and analyzing 'circuits'. These circuits refer to sparse computational subgraphs that encapsulate certain aspects of the model's behavior.
The existing methodologies for…
Data exists in myriad forms - documents, images, video/audio files, etc. This unstructured data can prove to be overwhelming when management and interpretation come into play. One significant challenge lies in transforming this multifarious data into a structured format that would be compatible with applications incorporating advanced AI technologies.
There exist several solutions that address this…
Robotic process automation (RPA) and browser automation (UA) are critical technologies for startups engaging in data scraping and RPA. However, creating, deploying, and maintaining these automations pose numerous challenges. Building and maintaining the required infrastructure for browser automation can be daunting. Additionally, automations that operate within web browsers are not infallible, prompting concerns about the…