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- Chain-of-Thought (CoT) prompting empowers the reasoning abilities of Large Language Models (LLMs), enabling them to solve complex reasoning tasks in a step-wise manner. However, these capabilities appear only in models with billions of parameters, creating an entry barrier for many users constrained to smaller model scales, i.e., Small Language Models (SLMs). While many companies release LLMs with fewer parameters, these models often lack the reasoning capabilities of the original models, including CoT reasoning. This paper proposes a method for aligning and transferring reasoning abilities from larger to smaller Language Models. By using an Instruction-tuning-CoT method, designed around CoT-Demonstrations, we enable SLMs to generate multi-step controlled reasoned answers when elicited with the CoT mechanism. We instruct a smaller Language Model using outputs generated by more robust models and evaluate the impact across different model types. Results on question-answering and mathematical reasoning benchmarks show that LMs instructed via the Instruction-tuning CoT method produced by LLMs outperform baselines in both in-domain and out-domain scenarios.
- Volckano is thrilled to partner with Qijia Group, a leader in integrated service solutions from Mississauga, Canada, improving the lives of over 60,000 families through diverse sectors like job placement, education, and immigration. In this strategic partnership, Volckano will enhance Qijia's IT infrastructure, focusing on modernizing their web solutions to revolutionize their service delivery and connection with audiences.
- Volckano is excited to announce the launch of an innovative language learning game initiative, designed to make language acquisition engaging and fun for all ages. We are applying for the VC funding program provided by MiraclePlus, a renowned firm supporting hundreds of startups annually. MiraclePlus invests and accelerates many start-up teams twice a year, each with 300,000 US dollars or equivalent RMB.
- The Snowflake Data Cloud Summit 2024 in San Francisco was a pivotal event, showcasing the latest advancements in data and AI technologies. Key highlights included a strategic partnership between Snowflake and NVIDIA, integrating powerful AI tools into Snowflake's Cortex AI, and Matillion's introduction of no-code Generative AI capabilities, making AI integration accessible to all users. These innovations emphasize Snowflake's commitment to driving digital transformation and enhancing AI-powered applications.
- CDN Edge Tech with CloudFront enhances media delivery by reducing latency and improving load times, ensuring a seamless user experience. By leveraging AWS's global network and integrating with Amazon S3, you can harness the power of edge computing to deliver your content faster and more reliably.
- Papers With Code is a platform that bridges the gap between AI research papers and practical implementations. It provides access to state-of-the-art papers, their code implementations, and benchmarks, making it easier for researchers and practitioners to reproduce results and stay updated with the latest advancements in AI.
- PUA Catcher leverages advanced AI to identify insincere dating behaviors. This app uses intelligent analytical tools to analyze chat content and behavioral patterns, providing accurate risk assessments. Enhance your dating experience by avoiding undesirable interactions, ensuring a safer and more enjoyable dating process.
- Explore the Stanford student-developed AI robot that integrates ACT (Action-Centric Training), Diffusion Policy, and VINN (Visual Interactive Neural Networks) for optimized communication and enhanced network efficiency in dynamic environments. This innovation focuses on learning bimanual mobile manipulation through low-cost whole-body teleoperation.
- As Christmas and New Year approach, we invite you to join us for an exclusive TiyanPie party at the beautiful St Barth. Celebrate the festive season in style with friends and community members at this luxurious getaway. Don't miss the chance to make unforgettable memories as we bid farewell to the year and welcome new beginnings.
- Volckano and SymphonyPartner have announced a strategic partnership to enhance software development and digital transformation. This collaboration aims to leverage both companies' strengths to deliver cutting-edge solutions and foster innovation across various industries.
- This post includes an Overleaf link that provides the IEEE format with a sample LaTeX document. The IEEE format is the most widely used for AI research papers, and this post explains why it is preferred and how to use the provided LaTeX template to format papers according to IEEE standards.
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