What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA
Fuente:
arXiv
Saved in:
| Main Authors: | Ji, Yuelyu, Kwak, Min Gu, Zhang, Hang, Wu, Xizhi, Li, Chenyu, Wan, Yanshan |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MedRAGChecker: Claim-Level Verification for Biomedical Retrieval-Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
Generative Foundation Model for Structured and Unstructured Electronic Health Records
by: Sivarajkumar, Sonish, et al.
Published: (2025)
by: Sivarajkumar, Sonish, et al.
Published: (2025)
Scaling Medical Reasoning Verification via Tool-Integrated Reinforcement Learning
by: Zhang, Hang, et al.
Published: (2026)
by: Zhang, Hang, et al.
Published: (2026)
StepGap: A Hybrid NLI-LLM Checker for Step-Level Evidence-Gap Detectionin Multi-Hop Question Answering
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
IoChecker
by: TNO
Published: (2025)
by: TNO
Published: (2025)
Assertion Detection Large Language Model In-context Learning LoRA Fine-tuning
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
ExeChecker: Where Did I Go Wrong?
by: Gu, Yiwen, et al.
Published: (2024)
by: Gu, Yiwen, et al.
Published: (2024)
Billiards, Checkers, and Quadratic Reciprocity
by: Wästlund, Johan
Published: (2024)
by: Wästlund, Johan
Published: (2024)
The SCAN Statistical Model Checker
by: Ghiorzi, Enrico, et al.
Published: (2026)
by: Ghiorzi, Enrico, et al.
Published: (2026)
Write Your Own CodeChecker: An Automated Test-Driven Checker Development Approach with LLMs
by: Liu, Jun, et al.
Published: (2024)
by: Liu, Jun, et al.
Published: (2024)
RefChecker: Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models
by: Hu, Xiangkun, et al.
Published: (2024)
by: Hu, Xiangkun, et al.
Published: (2024)
EmphasisChecker: A Tool for Guiding Chart and Caption Emphasis
by: Kim, Dae Hyun, et al.
Published: (2023)
by: Kim, Dae Hyun, et al.
Published: (2023)
RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
GS-Checker: Tampering Localization for 3D Gaussian Splatting
by: Han, Haoliang, et al.
Published: (2025)
by: Han, Haoliang, et al.
Published: (2025)
Mitigating the Risk of Health Inequity Exacerbated by Large Language Models
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
A Lazy, Concurrent Convertibility Checker
by: Courant, Nathanaëlle, et al.
Published: (2025)
by: Courant, Nathanaëlle, et al.
Published: (2025)
Double Auctions: Formalization and Automated Checkers
by: Garg, Mohit, et al.
Published: (2024)
by: Garg, Mohit, et al.
Published: (2024)
Static Code Analysis with CodeChecker
by: Horvath, Gabor, et al.
Published: (2024)
by: Horvath, Gabor, et al.
Published: (2024)
Characterizing AI Fact-Checkers and Their Contributions on Community Notes
by: Gong, Yilin, et al.
Published: (2026)
by: Gong, Yilin, et al.
Published: (2026)
foetus -- Termination Checker for Simple Functional Programs
by: Abel, Andreas
Published: (2024)
by: Abel, Andreas
Published: (2024)
AICCE: AI Driven Compliance Checker Engine
by: Rahman, Mohammad Wali Ur, et al.
Published: (2026)
by: Rahman, Mohammad Wali Ur, et al.
Published: (2026)
The rIC3 Hardware Model Checker
by: Su, Yuheng, et al.
Published: (2025)
by: Su, Yuheng, et al.
Published: (2025)
A Model Checker for Natural Strategic Ability
by: Aruta, Marco, et al.
Published: (2024)
by: Aruta, Marco, et al.
Published: (2024)
Variants of Conway Checkers and k-nacci Jumping
by: Bruda, Glenn, et al.
Published: (2024)
by: Bruda, Glenn, et al.
Published: (2024)
Renal Denervation—“Gizmo Idolatry” Fact Checker
by: Markus P. Schlaich, et al.
Published: (2025)
by: Markus P. Schlaich, et al.
Published: (2025)
Esc: An Early-stopping Checker for Budget-aware Index Tuning
by: Wang, Xiaoying, et al.
Published: (2025)
by: Wang, Xiaoying, et al.
Published: (2025)
Efficient Learning in Chinese Checkers: Comparing Parameter Sharing in Multi-Agent Reinforcement Learning
by: Adhikari, Noah, et al.
Published: (2024)
by: Adhikari, Noah, et al.
Published: (2024)
Orchestrator Multi-Agent Clinical Decision Support System for Secondary Headache Diagnosis in Primary Care
by: Wu, Xizhi, et al.
Published: (2025)
by: Wu, Xizhi, et al.
Published: (2025)
Automated Extraction of Fluoropyrimidine Treatment and Treatment-Related Toxicities from Clinical Notes Using Natural Language Processing
by: Wu, Xizhi, et al.
Published: (2025)
by: Wu, Xizhi, et al.
Published: (2025)
KNighter: Transforming Static Analysis with LLM-Synthesized Checkers
by: Yang, Chenyuan, et al.
Published: (2025)
by: Yang, Chenyuan, et al.
Published: (2025)
Can Community Notes Replace Professional Fact-Checkers?
by: Borenstein, Nadav, et al.
Published: (2025)
by: Borenstein, Nadav, et al.
Published: (2025)
Checker Bug Detection and Repair in Deep Learning Libraries
by: Harzevili, Nima Shiri, et al.
Published: (2024)
by: Harzevili, Nima Shiri, et al.
Published: (2024)
An Automated Blackbox Noncompliance Checker for QUIC Server Implementations
by: Ang, Kian Kai, et al.
Published: (2025)
by: Ang, Kian Kai, et al.
Published: (2025)
HyperQB: A Bounded Model Checker for Hyperproperties
by: Hsu, Tzu-Han, et al.
Published: (2021)
by: Hsu, Tzu-Han, et al.
Published: (2021)
POPACheck: A Model Checker for Probabilistic Pushdown Automata
by: Pontiggia, Francesco, et al.
Published: (2025)
by: Pontiggia, Francesco, et al.
Published: (2025)
Vibe Checker: Aligning Code Evaluation with Human Preference
by: Zhong, Ming, et al.
Published: (2025)
by: Zhong, Ming, et al.
Published: (2025)
Are Large Language Models Table-based Fact-Checkers?
by: Zhang, Hanwen, et al.
Published: (2024)
by: Zhang, Hanwen, et al.
Published: (2024)
MoXIchecker: An Extensible Model Checker for MoXI
by: Ates, Salih, et al.
Published: (2024)
by: Ates, Salih, et al.
Published: (2024)
Similar Items
-
MedRAGChecker: Claim-Level Verification for Biomedical Retrieval-Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2026) -
DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA
by: Ji, Yuelyu, et al.
Published: (2025) -
Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems
by: Ji, Yuelyu, et al.
Published: (2025) -
Generative Foundation Model for Structured and Unstructured Electronic Health Records
by: Sivarajkumar, Sonish, et al.
Published: (2025) -
Scaling Medical Reasoning Verification via Tool-Integrated Reinforcement Learning
by: Zhang, Hang, et al.
Published: (2026)