MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning | Paper Citation Record

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This paper cites Scaling Learning Algorithms Towards.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Scaling Learning Algorithms Towards

Reference 1

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This paper cites and Osindero, Simon and Teh, Yee Whye , journal =.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning and Osindero, Simon and Teh, Yee Whye , journal =

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 2016 , publisher=

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This paper cites and Zhang, Songyang and Chen, Kai.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning and Zhang, Songyang and Chen, Kai

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This paper cites Back to Basics: Revisiting REINFORCE -Style Optimization for Learning from Human Feedback in LLM s.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Back to Basics: Revisiting REINFORCE -Style Optimization for Learning from Human Feedback in LLM s

Reference 6

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This paper cites Proceedings of the 41st International Conference on Machine Learning , pages=.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proceedings of the 41st International Conference on Machine Learning , pages=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning arXiv preprint arXiv:2503.13939 , year=

Reference 8

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This paper cites Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains

Reference 9

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This paper cites IEEE Journal of Biomedical and Health Informatics , year=.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning IEEE Journal of Biomedical and Health Informatics , year=

Reference 10

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This paper cites GPT-4o System Card.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning GPT-4o System Card

Reference 11

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Information Processing & Management , volume=

Reference 12

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Reference 13

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Bowman , booktitle=

Reference 14

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This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

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This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 18

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This paper cites The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=

Reference 19

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This paper cites Qwen3 Technical Report.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Qwen3 Technical Report

Reference 20

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This paper cites Proceedings of the 41st International Conference on Machine Learning , articleno =.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proceedings of the 41st International Conference on Machine Learning , articleno =

Reference 21

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 2025 , issn =

Reference 22

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This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

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This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 24

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This paper cites Reinforcement Learning Enhanced LLMs: A Survey.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Reinforcement Learning Enhanced LLMs: A Survey

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 27

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Program Synthesis with Large Language Models

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This paper cites Logical Reasoning in Large Language Models: A Survey.

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Logical Reasoning in Large Language Models: A Survey

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning arXiv preprint arXiv:2504.09037 , year=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Advances in Neural Information Processing Systems , editor=

Reference 32

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Frontiers of Computer Science , volume=

Reference 33

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning GPT-4 Technical Report

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning A Survey on Large Language Models for Mathematical Reasoning

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning The Thirteenth International Conference on Learning Representations , year=

Reference 36

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Training Verifiers to Solve Math Word Problems

Reference 37

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Measuring Mathematical Problem Solving With the

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning International Conference on Machine Learning , pages=

Reference 39

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 5: Industry Track) , pages=

Reference 40

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning PaLM 2 Technical Report

Reference 41

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Advances in neural information processing systems , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning The Twelfth International Conference on Learning Representations , year=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Advances in Neural Information Processing Systems , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Nature , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Journal of the American Medical Informatics Association , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 2025 , url=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 5-thinking: Advancing superb reasoning models with reinforcement learning , author=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 2025 , eprint=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proximal Policy Optimization Algorithms

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning OpenAI o1 System Card

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning arXiv preprint arXiv:2504.02495 , year=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Nature medicine , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning A position statement and resource document from NAEMSP , author=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Search-R1: Training

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Search-o1: Agentic Search-Enhanced Large Reasoning Models

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Nursing Reports , volume=

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 60

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Questioning Our Questions: How Well Do Medical QA Benchmarks Evaluate Clinical Capabilities of Language Models?

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.705521Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Effective Multi-Task Learning for Biomedical Named Entity Recognition

Reference 62

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=

Reference 63

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Transformer-Based Medical Statement Classification in Doctor-Patient Dialogues

Reference 64

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning MAM : Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration

Reference 65

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 66

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning A Survey of LLM-based Agents in Medicine: How far are we from Baymax?

Reference 67

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Qwen2.5 Technical Report

Reference 68

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning QwQ-32B: Embracing the Power of Reinforcement Learning , url =

Reference 69

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.785625Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Classification Problem Solving

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.794809Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning , title =

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.803133Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.809882Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning 1984 , issn =

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.821820Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning and Rennels, Glenn R

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.829884Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Poligon: A System for Parallel Problem Solving

Reference 76

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 77

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning The Engineering of Qualitative Models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.860658Z

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Reference 79

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Pluto: The 'Other' Red Planet

Reference 80

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Aho and Jeffrey D

Reference 81

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Reference 82

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Reference 83

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Scalable training of

Reference 84

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Observation 4b61cf13-826f-48b0-a4c7-fe3eceae66fb · outbound

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Reference 85

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning Tetreault , title =

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.958576Z

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MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:18.966385Z

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