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Tool-augmented Reasoning

Search-R1: Train LLMs to Reason and Search Like Human Researchers Using Open-Source Reinforcement Learning

Search-R1: Train LLMs to Reason and Search Like Human Researchers Using Open-Source Reinforcement Learning 3614

In the rapidly evolving landscape of large language models (LLMs), a critical limitation persists: despite their impressive fluency, LLMs often…

12/27/2025Reinforcement Learning For LLMs, Retrieval-Augmented Generation, Tool-augmented Reasoning
BrowseComp: A Focused Benchmark for Evaluating Web-Browsing Capabilities in AI Agents

BrowseComp: A Focused Benchmark for Evaluating Web-Browsing Capabilities in AI Agents 4214

Evaluating whether an AI agent can truly browse the web—navigating across pages, persisting through dead ends, and extracting entangled facts—is…

12/19/2025Information Retrieval, Tool-augmented Reasoning, Web Browsing Agents
EASYTOOL: Streamline LLM Agent Tool Usage with Concise, Unified Instructions

EASYTOOL: Streamline LLM Agent Tool Usage with Concise, Unified Instructions 24492

Building capable AI agents that interact with real-world tools—like APIs, software libraries, or external services—is a core challenge in deploying…

12/15/2025Multi-tool Agent Coordination, Task Automation, Tool-augmented Reasoning
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