SciClaims: An End-to-End Generative System for Biomedical Claim Analysis
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Abstract (arXiv)
We present SciClaims, an interactive web-based system for end-to-end scientific claim analysis in the biomedical domain. Designed for high-stakes use cases such as systematic literature reviews and patent validation, SciClaims extracts claims from text, retrieves relevant evidence from PubMed, and verifies their veracity. The system features a user-friendly interface where users can input scientific text and view extracted claims, predictions, supporting or refuting evidence, and justifications in natural language. Unlike prior approaches, SciClaims seamlessly integrates the entire scientific claim analysis process using a single large language model, without requiring additional fine-tuning. SciClaims is optimized to run efficiently on a single GPU and is publicly available for live interaction.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 18 of its 45 references that are in the map. First posted on arXiv 24 Mar 2025.
Builds on
18 of 45 references.
References · 18
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- 2023Efficient Memory Management for Large Language Model Serving with PagedAttentioncited by 5,944
- 2018FEVER: a large-scale dataset for Fact Extraction and VERificationcited by 1,375
- 2023FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generationcited by 1,282
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- 2023FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarioscited by 251
- 2020CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claimscited by 196
- 2022Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluationcited by 142
- 2022Generating Scientific Claims for Zero-Shot Scientific Fact Checkingcited by 59
- 2023Scientific Fact-Checking: A Survey of Resources and Approachescited by 54
- 2020Scientific Claim Verification with VERT5ERINIcited by 47
6 more
- 2021Zero-shot Fact Verification by Claim Generationcited by 42
- 2020A Paragraph-level Multi-task Learning Model for Scientific Fact-Verificationcited by 29
- 2025Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoningcited by 17
- 2024Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approachescited by 15
- 2024Truth or Mirage? Towards End-to-End Factuality Evaluation with LLM-Oasiscited by 8
- 2025Explainable Biomedical Claim Verification with Large Language Modelscited by 2
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Citing papers per year: 2025: 2.
2 papers.