Evidence-Grounded Generation

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  1. FinGround: Detecting and Grounding Financial Hallucinations via Atomic Claim Verification

    Apr 26, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuLLM Answer VerificationFinancial QA

  2. MedProbeBench: Systematic Benchmarking at Deep Evidence Integration for Expert-level Medical Guideline

    Apr 20, 2026Jiyao Liu, Jianghan Shen, Sida Song +19HealthcareAI Agent Benchmarks

  3. ArbGraph: Conflict-Aware Evidence Arbitration for Reliable Long-Form Retrieval-Augmented Generation

    Apr 20, 2026Qingying Niu, Yuhao Wang, Ruiyang Ren +2Retrieval-Augmented GenerationEvidence-Grounded Generation

  4. Learning from AVA: Early Lessons from a Curated and Trustworthy Generative AI for Policy and Development Research

    Apr 20, 2026Nimisha Karnatak, Mohamad Chatila, Daniel Alejandro Pinzón Hernández +3Retrieval-Augmented GenerationEvidence-Grounded Generation

  5. The Provenance Gap in Clinical AI: Evidence-Traceable Temporal Knowledge Graphs for Rare Disease Reasoning

    Apr 18, 2026Md Shamim Ahmed, Maja Dusanic, Moritz Nikolai Kirschner +4Data ProvenanceHealthcare

  6. DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI

    Apr 16, 2026Zhizheng Wang, Chih-Hsuan Wei, Joey Chan +19Deep Research AgentsHealthcare

  7. Are Finer Citations Always Better? Rethinking Granularity for Attributed Generation

    Apr 1, 2026Hexuan Wang, Jingyu Zhang, Benjamin Van Durme +1LLM EvaluationLLM Grounding

  8. Coverage-Controlled Preference Mining from Noisy Claim Verification for Evidence-Grounded Generation

    Mar 11, 2026Weixin Liu, Congning Ni, Qingyuan Song +4Claim VerificationHealthcare

  9. MAPLE: Medical Aspect-Based Summarization with Phrase-Level Evidence

    Jan 6, 2026Bohao Chu, Hendrik Damm, Tabea M. G. Pakull +5HealthcareText Summarization