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GMP: A Benchmark for Content Moderation under Co-occurring Violations and Dynamic Rules

The Generalized Moderation Benchmark (GMP) is a comprehensive evaluation suite that tests...

By Carlos
March 11, 2026

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FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents

Direct Answer FT-Dojo introduces the first interactive benchmark that lets language‑model agents...

By Carlos
March 11, 2026

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Chain-of-Context Learning: Dynamic Constraint Understanding for Multi-Task VRPs

Direct Answer The paper introduces Chain‑of‑Context Learning (CCL), a reinforcement‑learning framework that...

By Carlos
March 11, 2026

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CeProAgents: A Hierarchical Agents System for Automated Chemical Process Development

Direct Answer CeProAgents introduces a hierarchical multi‑agent system that automates the end‑to‑end...

By Carlos
March 11, 2026

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Learning Structured Reasoning via Tractable Trajectory Control

[Image Placeholder] Direct Answer The paper introduces Ctrl‑R, a tractable trajectory‑control framework...

By Carlos
March 11, 2026

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SEED-SET: Scalable Evolving Experimental Design for System-level Ethical Testing

Direct Answer SEED-SET is a Bayesian experimental‑design framework that automatically generates high‑impact...

By Carlos
March 11, 2026

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ToolRLA: Fine-Grained Reward Decomposition for Tool-Integrated Reinforcement Learning Alignment in Domain-Specific Agents

Direct Answer ToolRLA introduces a fine‑grained reward decomposition framework that lets domain‑specific...

By Carlos
March 11, 2026

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Evaluating and Understanding Scheming Propensity in LLM Agents

Direct Answer The paper “Evaluating and Understanding Scheming Propensity in LLM Agents”...

By Carlos
March 11, 2026

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CARE: Towards Clinical Accountability in Multi-Modal Medical Reasoning with an Evidence-Grounded Agentic Framework

Direct Answer The paper introduces CARE (Clinical Accountability in multi‑modal medical Reasoning...

By Carlos
March 11, 2026

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Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models

Direct Answer The paper introduces Mix‑GRM, a novel framework that unifies breadth‑oriented...

By Carlos
March 11, 2026

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RubricBench: Aligning Model-Generated Rubrics with Human Standards

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By Carlos
March 11, 2026

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Benchmarking LLM Summaries of Multimodal Clinical Time Series for Remote Monitoring

Benchmarking LLM Summaries of Multimodal Clinical Time Series for Remote Monitoring Abstract:...

By Carlos
March 11, 2026

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S5‑HES Agent: Democratizing Smart Home Simulation for Society 5.0

S5‑HES Agent: Society 5.0‑driven Agentic Framework to Democratize Smart Home Environment Simulation The...

By Carlos
March 11, 2026

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State-Action Inpainting Diffuser for Continuous Control with Delay

State-Action Inpainting Diffuser (SAID): A Breakthrough for Delayed Continuous Control Signal delay...

By Carlos
March 11, 2026

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Graph-Based Self-Healing Tool Routing for Cost-Efficient LLM Agents

Direct Answer The paper introduces Self‑Healing Router, a graph‑based orchestration layer that...

By Carlos
March 11, 2026

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