LLM Information Extraction

LLM: Large Language Model

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24 papers in the last four weeks, up 243% on the four weeks before. 0.2% of all new papers.

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  1. Structured Data Extraction from Real Estate Documents using Clustering, Classification, and Large Language Models

    Jul 7, 2026Muhammad Assad Shehbaz, Carlos Francisco Moreno-GarcíaDocument Information ExtractionLLM Information Extraction

    Robert Gordon University, Garthdee Rd, Aberdeen, UK

  2. Enhancing Large Multimodal Models in Key Information Extraction via Scene-Aware Document Synthesis

    Jul 6, 2026Zhipeng Xu, Zulong Chen, Qing Liu +6Synthetic Data GenerationDocument Information Extraction

    Alibaba Group · Taobao and Tmall Group, Alibaba · Qwen Team, Alibaba Group +1

  3. Probe, Don't Prompt: A Hidden-State Probe for Metadata Filtering in Multi-Meta-RAG

    Jul 4, 2026Mykhailo Poliakov, Nadiya ShvaiRetrieval-Augmented GenerationLLM Information Extraction

    National University of Kyiv-Mohyla Academy Kyiv, Ukraine

  4. From Judgments to Issues: Structured Extraction of Legal Reasoning with Citation-Hallucination Control

    Jul 3, 2026Giovanni Piccioli, Alessia Fidelangeli, Piera Santin +1Legal Citation VerificationDocument Information Extraction

    Quantitative and Digital Law Laboratory · King’s College London · Strand, London WC2R 2LS +6

  5. Cross-lingual Relation Extraction with Large Language Models: Zero-Shot, Few-Shot, and Fine-Tuned Evaluation on Romanian

    Jun 30, 2026Dragos-Mitrut Vasile, Elena-Simona Apostol, Stefan-Adrian Toma +2Relation ExtractionLLM Fine-Tuning

    National University of Science and Technology POLITEHNICA Bucharest, Splaiul Independent,ei 313, Bucures,ti 060042, Romania · Military Technical Academy ‘Ferdinand I’, Bulevardul George Cos,buc 39-49, 050141, Bucharest, Romania · Freie Universität Berlin, Arnimallee 14, Berlin, 14195, Germany +2

  6. Research Entity Extraction and Topic Detection from UKRI Grant Proposals

    Jun 29, 2026Xingran Ruan, Angelo Salatino, Rosa Filgueira +4AI-Assisted Scientific ResearchDocument Information Extraction

    EPCC, University of Edinburgh, UK · Knowledge Media Institute, The Open University, UK · Institute for Technology and Humanity, University of Cambridge, UK +2

  7. LC-ICL: Label-Guided Contrastive In-Context Learning for Robust Information Extraction

    Jun 28, 2026Xiao You, Tianwei Yan, Shan ZhaoRelation ExtractionNamed Entity Recognition

    1Hefei University of Technology, Hefei, China · 2Chongqing Jiaotong University, Chongqing, China

  8. DistilledGemma: Balanced Efficiency-Accuracy for Person-Place Relation Extraction from Multilingual Historical Articles

    Jun 28, 2026Youssef Aboelwafa, Ahmed Samir, Nagwa Elmakky +1Relation ExtractionHistorical Document Analysis

    1Alexandria University, Egypt

  9. Mapping Political-Elite Networks in Europe with a Multilingual Joint Entity-Relation Extraction Pipeline

    Jun 25, 2026Kirill Solovev, Jana LasserRelation ExtractionKG Construction

    IDea_Lab, University of Graz

  10. LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank

    Jun 25, 2026Serhii Hamotskyi, Akash Kumar Gautam, Christian HänigFinancial ServicesLegal NLP

    Anhalt University of Applied Sciences

  11. Application of LLMs to Threat Assessment of Foreign Peacekeeping Missions

    Jun 25, 2026Gerhard Backfried, Christian Schmidt, Diego Pilutti +1LLM Information Extraction

    HENSOLDT Austria, Vienna, Austria · Austrian Ministry of Defence, Vienna, Austria

  12. AI-PAVE-Br: Leveraging Large Language Models for Enhanced Product Attribute Value Extraction through a Golden Set Approach

    Jun 23, 2026Murilo Gazzola, Hugo Gobato Souto, Samuel Silva +4Document Information ExtractionLLM Information Extraction

    LuizaLabs – Center of Excellence in Artificial Intelligence S˜ao Paulo, SP – Brazil · Department of Computing and Informatics – Mackenzie Presbyterian University S˜ao Paulo, SP – Brazil · Institute of Mathematics and Computer Sciences - University of S˜ao Paulo S˜ao Carlos, SP – Brazil

  13. Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives

    Jun 18, 2026Aman Pathak, Cheng Peng, Mengxian Lyu +8Computational PathologyZero-Shot Learning

    Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, USA · Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA · College of Nursing, Florida State University, Tallahassee, FL, USA

  14. FineREX: Fine-Tuned NER-RE for Human Smuggling Knowledge Graphs

    Jun 18, 2026Elijah Feldman, Dipak Meher, Carlotta DomeniconiRelation ExtractionKG Construction

    Thomas Jefferson High School for Science and Technology, Annandale, VA, USA · Department of Computer Science, George Mason University, Fairfax, VA, USA

  15. TerraMARS: A Domain-Adapted Small-Language-Model Pipeline for Mars Terraforming Literature

    Jun 18, 2026Jyotsna Singh, Ash Black, Jeff Larsen +1Small Language ModelsQuantization-Aware LoRA

    College of Information Science, University of Arizona, Tucson, AZ, USA · Biosphere 2, University of Arizona, Tucson, AZ, USA · Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA +1

  16. BCL: Bayesian In-Context Learning Framework for Information Extraction

    Jun 17, 2026Haoliang Liu, Chengkun Cai, Xu Zhao +7In-Context LearningLLM Information Extraction

    HiThink Research · University College London · University of Edinburgh +6

  17. PVminerLLM2: Improving Structured Extraction of Patient Voice via Preference Optimization

    Jun 15, 2026Samah Fodeh, Linhai Ma, Ganesh Puthiaraju +7HealthcareClinical Information Extraction

    Department of Emergency Medicine, Yale School of Medicine, 464 Congress Ave, 06519, CT, USA · Department of Social and Behavioral Sciences, Yale School of Public Health, 60 College Street, 06520, CT, USA · Division of Research, Texas State University, 601 University Dr., 78666, TX, USA

  18. Few-Shot Biomedical Relation Extraction with Large Language Models: A Viable Alternative to Supervised Learning?

    Jun 13, 2026Jakob Mraz, Tomaž Curk, Blaž ZupanRelation ExtractionFew-Shot Learning

    University of Ljubljana, Ljubljana, Slovenia · Baylor College of Medicine, Houston, Texas, USA

  19. Co-Scraper: query-aware DOM Pruning and Reusable Scraper Synthesis for Lightweight Web Data Extraction

    Jun 12, 2026Shoupeng Wang, Jiantao Qiu, Wuyang Zhang +1LLM Information Extraction

    Shanghai Artificial Intelligence Laboratory, OpenDataLab · University of Science and Technology of China

  20. Large Language Models as Supervised Extraction Assistants: Lowering the Barrier to Documentation Standard Adoption in Agent-Based Modelling

    Jun 11, 2026Peer-Olaf Siebers, Christopher FrantzAgent-Based ModelingLLM Information Extraction

    University of Nottingham, Nottingham, UK · Norwegian University of Science and Technology (NTNU), Gjøvik, Norway

  21. X-MADAM-RAG: Diagnosing and Handling Chinese-English Evidence Conflict in Retrieval-Augmented Generation

    Jun 11, 2026Yongqi Kang, Yu Fu, Yong ZhaoRetrieval-Augmented GenerationLLM Information Extraction

    Sichuan University, Chengdu, China

  22. How Small Can You Go? LoRA Fine-Tuning 270M-8B Models for Merchant Information Extraction in Financial Transactions

    Jun 6, 2026Donghao Huang, Tomas Drietomsky, Benjamin Barrett +1Financial ServicesMemory-Efficient Fine-Tuning

    Research and Development, Mastercard, Arlington, VA, USA · School of Computing and Information Systems, Singapore Management University, Singapore · Economic Intelligence, Mastercard, Prague, Czech Republic

  23. ReadingMachine: A Computational Methodology for Structured Corpus Reading and Large-Scale Synthesis

    Jun 5, 2026James MorrisseyDocument Information ExtractionLLM Information Extraction

  24. Automatic Extraction of Structured Information from Brain MRI Reports Using an Open-Weight Large Language Model

    Jun 5, 2026Kaouther Mouheb, Amos Pomp, Antoine Manenti +9Few-Shot PromptingClinical Information Extraction

    Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands · Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands · Department of Electrical and Electronics Engineering, ENSEEIHT, Toulouse, France +3

  25. Measuring the sensitivity of LLM-based structured extraction to prompt, model, and schema choices in clinical discharge summaries

    Jun 4, 2026Martin MurinPrompt SensitivityClinical Information Extraction

    DryLabz GmbH, Basel, Switzerland

  26. BEATS: Bootstrapping E-commerce Attribute Taxonomies for Search through Iterative Human-AI Collaboration

    Jun 3, 2026Yung-Yu Shih, Shang-Yu Su, Tzu-I Ho +2Semantic SearchLLM-Assisted Annotation

    National Taiwan University · Rakuten Group, Inc. · Taiwan Rakuten Ichiba, Inc. +1

  27. SMADE-IE: Sparse Multi-Agent Framework with Evidence-Driven Debate for Zero-Shot Information Extraction

    Jun 3, 2026Kenfeng Huang, Yi Cai, Xin Wu +2Multi-Agent LLM SystemsMulti-Agent Debate

    School of Software Engineering, South China University of Technology, Guangzhou, China

  28. Towards Multidisciplinary Summarization of Hospital Stays: Efficient Sentence-Level Clinical Provenance Categorization

    Jun 1, 2026Baris Karacan, Vaibhav Bhargava, Barbara Di Eugenio +21Data ProvenanceLLM Fine-Tuning

    University of Illinois Chicago · University of Iowa · University of Missouri-Columbia

  29. An NLP-Driven Framework for Curriculum-Labor Market Alignment: Schema-Constrained LLM Extraction, ESCO-Anchored Semantic Matching, and Multi-Dimensional Gap Quantification

    Jun 1, 2026Sherzod Turaev, Mary John, Mamoun Awad +2Document Information ExtractionLLM Information Extraction

    Department of Computer Science & Software Engineering, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates · Academic Support Department, Abu Dhabi Polytechnic, Abu Dhabi, United Arab Emirates · Department of Information Systems and Security, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates

  30. A Registry-Bound LLM Pipeline for Evidence-Grounded Trait Extraction across Tropical Plants, Aquatic Species, and Exotic Pets

    May 31, 2026Jeff WangData ProvenanceLLM Auditing

    NEXLY LLC, United States