AutoVerifier: Residual-Guided Non-Parametric Optimization for Reference-Based Answer Verification
cs.CL
Submitted: 2026-08-26
Updated: 2026-08-26
Comments: 8 pages of main text, 5 figures, with appendices
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- DataMaster: Data-Centric Autonomous AI Research
- CoSineVerifier: Tool-Augmented Answer Verification for Computation-Oriented Scientific Questions
- ReCreate: Reasoning and Creating Domain Agents Driven by Experience
- From Accuracy to Robustness: A Study of Rule- and Model-based Verifiers in Mathematical Reasoning
- CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward
- Inference-Time Scaling for Generalist Reward Modeling
- SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
- Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
- xVerify: Efficient Answer Verifier for Reasoning Model Evaluations
- AlphaEvolve: A coding agent for scientific and algorithmic discovery
- JudgeLRM: Large Reasoning Models as a Judge
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Voyager: An Open-Ended Embodied Agent with Large Language Models
- AgentRM: Enhancing Agent Generalization with Reward Modeling
- VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
- DAPO: An Open-Source LLM Reinforcement Learning System at Scale
- MAmmoTH2: Scaling Instructions from the Web
- SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills
- SCI-Verifier: Scientific Verifier with Thinking
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