AI Research

Large Language Models AI Research

Read plain-English explainers for large language models papers, with the research question, method, findings, limitations, and original source.

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Jul 28, 2026

Large Language Models Reasoning AI Safety

Reason-Mediated Behavioral Models for Auditing LLM Social Simulators

Reason-Mediated Behavioral Models for Auditing LLM Social Simulators Large language models (LLMs) are increasingly used to simulate human behavior in surveys...

Jul 28, 2026

Large Language Models AI Evaluation Reasoning

LLM-SoccerArena: Benchmarking LLMs on Real-World Predictions in Sports

LLM-SoccerArena: Benchmarking LLMs on Real-World Predictions in Sports Large language models are increasingly used to help make decisions about the future, b...

Jul 28, 2026

Large Language Models AI Search AI Safety

Hierarchical Group-Conditional Conformal Risk Control for Selective Prediction in Language Models

Large language models (LLMs) are often used in high-stakes environments where providing an incorrect answer can have serious consequences.

Jul 28, 2026

AI Evaluation Large Language Models Reasoning

Eviction as Estimation: A Fixed-Lag Smoothing View of Test-Time Memory, and When Measuring Beats Accumulating

Eviction as Estimation: A Fixed-Lag Smoothing View of Test-Time Memory, and When Measuring Beats Accumulating Language models with limited memory must consta...

Jul 28, 2026

Large Language Models AI Search Knowledge Graphs

TRACE-CTI: Auditable Post-Extraction Governance of TTP Claims with Knowledge Graphs

TRACE-CTI: Auditable Post-Extraction Governance of TTP Claims with Knowledge Graphs Security Operations Centers (SOCs) frequently use automated tools to map...

Jul 28, 2026

Large Language Models AI Agents Reasoning

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents

SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents addresses the limitations of current weather-forecasting systems,...

Jul 27, 2026

AI Evaluation Large Language Models AI Safety

A Roadmap to Impactful Pluralistic Alignment Research

A Roadmap to Impactful Pluralistic Alignment Research argues that while the field of pluralistic AI—the effort to make models that reflect diverse human valu...

Jul 27, 2026

AI Agents Large Language Models AI Evaluation

IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation

IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation Large Language Models (LLMs) are increasingly used to assist in scientific discovery,...

Jul 27, 2026

Reasoning AI Agents Large Language Models

Agentic Root Cause Analysis through Evidence-Grounded Reasoning

Agentic Root Cause Analysis through Evidence-Grounded Reasoning Industrial systems are complex, and when they behave abnormally, identifying the specific phy...

Jul 27, 2026

AI Systems AI Agents Large Language Models

TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI

TRACE-Router: Task-Consistent and Adaptive Online Routing for Agentic AI Modern enterprise AI often relies on a mix of large, powerful models and smaller, fa...

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