Chain-of-thought (CoT) prompting, an instruction method for language models (LMs), seeks to improve a model's performance across arithmetic, commonsense, and symbolic reasoning tasks. However, it falls short in larger models (with over 100 billion parameters) due to its repetitive rationale and propensity to produce unaligned rationales and answers.
Researchers from Penn State University and Amazon AGI…
Coursera, an online learning platform, offers a wide range of AI courses in partnership with top universities and industry leaders. The courses cover various aspects and applications of AI, from machine learning and deep learning to AI's application in diverse fields such as medicine and business.
The course "AI For Everyone by DeepLearning.AI" is taught…
Artificial Intelligence (AI) holds the potential to revolutionize various industries, with online platform Coursera offering an extensive range of AI courses, in partnership with top-tier institutions and industry leaders. Courses are available for learners at every level, from beginners starting their journey in AI to professionals furthering their advanced expertise.
AI For Everyone by DeepLearning.AI…
Artificial intelligence (AI) technology is set to revolutionize video creation, offering completely automated generation of videos in massive amounts and changing the way users produce video content. While there are numerous video editors available in the market, many developers find themselves feeling constrained by these tools due to a lack of automation capacity, complexity of…
MixedBread.ai, known for its work in artificial intelligence, has come up with a novel method called Binary Matryoshka Representation Learning (Binary MRL) for reducing the size of the memory footprint of embeddings used in natural language processing (NLP) applications. Embeddings are crucial to various functions in NLP such as recommendation systems, retrieval processes, and similarity…
In an age dominated by data, data analytics has emerged as a critical tool for organizations, assisting in more informed decision-making, pinpointing opportunities, and lessening risks. Proficiency in data analysis allows businesses to understand customer behavior and market trends, which in return improves performance rates. This has led to an increased demand for adept analysts.…
Large Language Models (LLMs), known for their key role in advancing natural language processing tasks, continue to be polished to better comprehend and execute complex instructions across a range of applications. However, a standing issue is the tendency for LLMs to only partially follow given instructions, a shortcoming that results in inefficiencies when the models…
The world of mobile gaming is persistently evolving, with a continually intense focus on creating personalized and engaging experiences. Traditional methodologies to decipher player behaviour have become grossly inadequate due to the rapidly paced, dynamic nature of gaming. Researchers from KTH Royal Institute of Technology, Sweden, have proposed an innovative solution.
A paper released by the…
Advancements in multimodal architectures are transforming how systems process and interpret complex data. These technologies enable concurrent analyses of different data types such as text and images, enhancing AI capabilities to resemble human cognitive functions more precisely. Despite the progress, there are still difficulties in efficiently and effectively merging textual and visual information within AI…
Large Language Models (LLMs) have surpassed previous generations of language models on various tasks, sometimes even equating or surpassing human performance. However, it's challenging to evaluate their true capabilities due to potential contamination in testing datasets or a lack of datasets that accurately assess their abilities.
Most studies assessing LLMs have focused primarily on the English…
In our dynamic digital era where the volume and availability of information can be daunting, key insights are usually buried within enormous data files and databases. Strip-mining through these databases which come in varied formats can be tiring and time-consuming. Solutions that exist provide search functionalities within specific applications or platforms but often lack flexibility,…
Large Language Models (LLMs) have become a crucial tool in artificial intelligence, capable of handling a variety of tasks, from natural language processing to complex decision-making. However, these models face significant challenges, especially regarding data memorization, which is pivotal in generalizing different types of data, particularly tabular data.
LLMs such as GPT-3.5 and GPT-4 are effective…