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Category: Applications

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This AI Paper Introduces a Parameter-Efficient Fine-Tuning Framework: LoRA, QLoRA, and Test-Time Scaling for Optimized LLM Performance
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This AI Paper Introduces a Parameter-Efficient Fine-Tuning Framework: LoRA, QLoRA, and Test-Time Scaling for Optimized LLM Performance

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Large Language Models (LLMs) are essential in fields that require contextual understanding and decision-making. However, their development and deployment come […]

CMU Researchers Introduce PAPRIKA: A Fine-Tuning Approach that Enables Language Models to Develop General Decision-Making Capabilities Not Confined to Particular Environment
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CMU Researchers Introduce PAPRIKA: A Fine-Tuning Approach that Enables Language Models to Develop General Decision-Making Capabilities Not Confined to Particular Environment

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In today’s rapidly evolving AI landscape, one persistent challenge is equipping language models with robust decision-making abilities that extend beyond […]

AutoAgent: A Fully-Automated and Highly Self-Developing Framework that Enables Users to Create and Deploy LLM Agents through Natural Language Alone
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AutoAgent: A Fully-Automated and Highly Self-Developing Framework that Enables Users to Create and Deploy LLM Agents through Natural Language Alone

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From business processes to scientific studies, AI agents can process huge datasets, streamline processes, and help in decision-making. Yet, even […]

Salesforce AI Proposes ViUniT (Visual Unit Testing): An AI Framework to Improve the Reliability of Visual Programs by Automatically Generating Unit Tests by Leveraging LLMs and Diffusion Models
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Salesforce AI Proposes ViUniT (Visual Unit Testing): An AI Framework to Improve the Reliability of Visual Programs by Automatically Generating Unit Tests by Leveraging LLMs and Diffusion Models

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Visual programming has emerged strongly in computer vision and AI, especially regarding image reasoning. Visual programming enables computers to create […]

Researchers from AMLab and CuspAI Introduced Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems
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Researchers from AMLab and CuspAI Introduced Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems

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Deep learning faces difficulties when applied to large physical systems on irregular grids, especially when interactions occur over long distances […]

Microsoft AI Introduces Belief State Transformer (BST): Enhancing Goal-Conditioned Sequence Modeling with Bidirectional Context
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Microsoft AI Introduces Belief State Transformer (BST): Enhancing Goal-Conditioned Sequence Modeling with Bidirectional Context

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Transformer models have transformed language modeling by enabling large-scale text generation with emergent properties. However, they struggle with tasks that […]

Alibaba Researchers Propose START: A Novel Tool-Integrated Long CoT Reasoning LLM that Significantly Enhances Reasoning Capabilities by Leveraging External Tools
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Alibaba Researchers Propose START: A Novel Tool-Integrated Long CoT Reasoning LLM that Significantly Enhances Reasoning Capabilities by Leveraging External Tools

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Large language models have made significant strides in understanding and generating human-like text. Yet, when it comes to complex reasoning […]

A Coding Guide to Sentiment Analysis of Customer Reviews Using IBM’s Open Source AI Model Granite-3B and Hugging Face Transformers
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A Coding Guide to Sentiment Analysis of Customer Reviews Using IBM’s Open Source AI Model Granite-3B and Hugging Face Transformers

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In this tutorial, we will look into how to easily perform sentiment analysis on text data using IBM’s open-source Granite […]

Q-Filters: A Training-Free AI Method for Efficient KV Cache Compression
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Q-Filters: A Training-Free AI Method for Efficient KV Cache Compression

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Large Language Models (LLMs) have significantly advanced due to the Transformer architecture, with recent models like Gemini-Pro1.5, Claude-3, GPT4, and […]

AMD Releases Instella: A Series of Fully Open-Source State-of-the-Art 3B Parameter Language Model
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AMD Releases Instella: A Series of Fully Open-Source State-of-the-Art 3B Parameter Language Model

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In today’s rapidly evolving digital landscape, the need for accessible, efficient language models is increasingly evident. Traditional large-scale models have […]

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