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

Emergence World: A Platform for Evaluating Long-Horizon Multi-Agent Autonomy

Deepak Akkil - Ravi Kokku - Karthik Vikram - Tamer Abuelsaad - Aditya Vempaty - Satya Nitta 6/6/26 Deepak Akkil - Ravi Kokku - Karthik Vikram - Tamer Abuelsaad - Aditya Vempaty - Satya Nitta 6/6/26

Emergence World: A Platform for Evaluating Long-Horizon Multi-Agent Autonomy

Emergence AI 10/22/25 Emergence AI 10/22/25

Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents

Emergence AI 6/2/25 Emergence AI 6/2/25

Reflection-Based Memory For Web navigation Agents

Emergence AI 5/1/25 Emergence AI 5/1/25

Learning API Functionality from In-Context Demonstrations for Tool-based Agents

Prasenjit Dey - Ravi Kokku 12/2/24 Prasenjit Dey - Ravi Kokku 12/2/24

Benchmarking of AI Agents: A Perspective

Emergence AI 10/1/24 Emergence AI 10/1/24

Multimodal Auto Validation For Self-Refinement in Web Agents

Emergence AI 9/23/24 Emergence AI 9/23/24

SEAL: Suite for Evaluating API-use of LLMs

Emergence AI 8/8/24 Emergence AI 8/8/24

The Ungrounded Alignment Problem

Emergence AI 8/5/24 Emergence AI 8/5/24

Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization

Emergence AI 8/5/24 Emergence AI 8/5/24

Transformer Layers as Painters

Emergence AI 7/24/24 Emergence AI 7/24/24

MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents

Emergence AI 7/24/24 Emergence AI 7/24/24

Building a Domain-specific Guardrail Model in Production

Emergence AI 7/16/24 Emergence AI 7/16/24

Better RAG using Relevant Information Gain

Emergence AI 7/1/24 Emergence AI 7/1/24

Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems

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.

Emergence World: A Platform for Evaluating Long-Horizon Multi-Agent Autonomy

Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents

Reflection-Based Memory For Web navigation Agents

Learning API Functionality from In-Context Demonstrations for Tool-based Agents

Benchmarking of AI Agents: A Perspective

Multimodal Auto Validation For Self-Refinement in Web Agents

SEAL: Suite for Evaluating API-use of LLMs

The Ungrounded Alignment Problem

Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization

Transformer Layers as Painters

MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents

Building a Domain-specific Guardrail Model in Production

Better RAG using Relevant Information Gain

Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems

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