Research Papers Explore the growing body of technical papers authored by Emergence researchers. From core architectural advances to frontier agent behavior, our team pushes the boundaries of agentic systems — both independently and with leading research labs. Featured Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents Topic AI For Social Good 1 Domain-Specific Customizations and Solutions 2 Foundational AI/NLP 10 Multimodal Systems 1 Networked Systems 1 Sequential Decision Making 1 No results found Foundational AI/NLP Matthew Pace 10/22/25 Foundational AI/NLP Matthew Pace 10/22/25 Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents Read More Foundational AI/NLP Matthew Pace 6/2/25 Foundational AI/NLP Matthew Pace 6/2/25 Reflection-Based Memory For Web navigation Agents Read More Foundational AI/NLP Matthew Pace 5/1/25 Foundational AI/NLP Matthew Pace 5/1/25 Learning API Functionality from In-Context Demonstrations for Tool-based Agents Read More Networked Systems, Multimodal Systems, Foundational AI/NLP Prasenjit Dey - Ravi Kokku 12/2/24 Networked Systems, Multimodal Systems, Foundational AI/NLP Prasenjit Dey - Ravi Kokku 12/2/24 Benchmarking of AI Agents: A Perspective Read More Foundational AI/NLP Matthew Pace 10/1/24 Foundational AI/NLP Matthew Pace 10/1/24 Multimodal Auto Validation For Self-Refinement in Web Agents Read More Foundational AI/NLP Matthew Pace 9/23/24 Foundational AI/NLP Matthew Pace 9/23/24 SEAL: Suite for Evaluating API-use of LLMs Read More Foundational AI/NLP Matthew Pace 8/8/24 Foundational AI/NLP Matthew Pace 8/8/24 The Ungrounded Alignment Problem Read More Foundational AI/NLP Matthew Pace 8/5/24 Foundational AI/NLP Matthew Pace 8/5/24 Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization Read More Foundational AI/NLP Matthew Pace 8/5/24 Foundational AI/NLP Matthew Pace 8/5/24 Transformer Layers as Painters Read More Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents Read More Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Building a Domain-specific Guardrail Model in Production Read More Foundational AI/NLP Matthew Pace 7/16/24 Foundational AI/NLP Matthew Pace 7/16/24 Better RAG using Relevant Information Gain Read More AI For Social Good, Sequential Decision Making Matthew Pace 7/1/24 AI For Social Good, Sequential Decision Making Matthew Pace 7/1/24 Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems Read More
Foundational AI/NLP Matthew Pace 10/22/25 Foundational AI/NLP Matthew Pace 10/22/25 Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents Read More
Foundational AI/NLP Matthew Pace 6/2/25 Foundational AI/NLP Matthew Pace 6/2/25 Reflection-Based Memory For Web navigation Agents Read More
Foundational AI/NLP Matthew Pace 5/1/25 Foundational AI/NLP Matthew Pace 5/1/25 Learning API Functionality from In-Context Demonstrations for Tool-based Agents Read More
Networked Systems, Multimodal Systems, Foundational AI/NLP Prasenjit Dey - Ravi Kokku 12/2/24 Networked Systems, Multimodal Systems, Foundational AI/NLP Prasenjit Dey - Ravi Kokku 12/2/24 Benchmarking of AI Agents: A Perspective Read More
Foundational AI/NLP Matthew Pace 10/1/24 Foundational AI/NLP Matthew Pace 10/1/24 Multimodal Auto Validation For Self-Refinement in Web Agents Read More
Foundational AI/NLP Matthew Pace 9/23/24 Foundational AI/NLP Matthew Pace 9/23/24 SEAL: Suite for Evaluating API-use of LLMs Read More
Foundational AI/NLP Matthew Pace 8/8/24 Foundational AI/NLP Matthew Pace 8/8/24 The Ungrounded Alignment Problem Read More
Foundational AI/NLP Matthew Pace 8/5/24 Foundational AI/NLP Matthew Pace 8/5/24 Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization Read More
Foundational AI/NLP Matthew Pace 8/5/24 Foundational AI/NLP Matthew Pace 8/5/24 Transformer Layers as Painters Read More
Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents Read More
Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Domain-Specific Customizations and Solutions Matthew Pace 7/24/24 Building a Domain-specific Guardrail Model in Production Read More
Foundational AI/NLP Matthew Pace 7/16/24 Foundational AI/NLP Matthew Pace 7/16/24 Better RAG using Relevant Information Gain Read More
AI For Social Good, Sequential Decision Making Matthew Pace 7/1/24 AI For Social Good, Sequential Decision Making Matthew Pace 7/1/24 Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems Read More