May 19, 2026
GIM: Evaluating models via tasks that integrate multiple cognitive domains
The Grounded Integration Measure (GIM) is a new benchmark designed to evaluate Large Language Models (LLMs) by focusing on how well they coordinate multiple...
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AI Research Papers
Understand new AI research with readable explanations and links to the original papers.
May 19, 2026
Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches
Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches Optimization models are essential tools for industrial decision-making, but they ofte...
May 19, 2026
Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment
Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment This paper argues that the current...
May 19, 2026
What Does the AI Doctor Value? Auditing Pluralism in the Clinical Ethics of Language Models
What Does the AI Doctor Value? Auditing Pluralism in the Clinical Ethics of Language Models Medicine is a field where there is rarely one "correct" answer to...
May 19, 2026
AI for Auto-Research: Roadmap & User Guide
AI for Auto-Research: Roadmap & User Guide provides a comprehensive analysis of how artificial intelligence is transforming the academic research lifecycle.
May 19, 2026
SkillGenBench: Benchmarking Skill Generation Pipelines for LLM Agents
SkillGenBench is a new benchmark designed to evaluate how well AI models can turn raw information—such as software code repositories or long technical docume...
May 19, 2026
Efficient Lookahead Encoding and Abstracted Width for Learning General Policies in Classical Planning
Efficient Lookahead Encoding and Abstracted Width for Learning General Policies in Classical Planning This research addresses the challenge of creating "gene...
May 19, 2026
Actionable World Representation
Actionable World Representation The research community is increasingly focused on building "physical world models"—systems that act as internal simulators fo...
May 19, 2026
SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science
Large Language Models (LLMs) are increasingly used as scientific assistants, but most existing benchmarks assume that a scientific problem is already perfect...
May 18, 2026
Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP
Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP This research investigates how to effectivel...
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