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2025

WebThinker：Empowering Large Reasoning Models with Deep Research Capability 07-16

Search-R1：Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning 07-16

PROCESS REINFORCEMENT THROUGH IMPLICIT REWARDS 07-16

BRiTE：Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning 07-16

Reinforcing General Reasoning without Verifiers 07-15

First Return, Entropy-Eliciting Explore 07-15

RLPR：EXTRAPOLATING RLVR TO GENERAL DOMAINS WITHOUT VERIFIERS 07-10

GENERALIST REWARD MODELS：FOUND INSIDE LARGE LANGUAGE MODELS 07-10

LAN-AND-ACT：Improving Planning of Agents for Long-Horizon Tasks 07-07

WebEvolver：Enhancing Web Agent Self-Improvement with Coevolving World Model 07-05

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