LLM Grounding

LLM: Large Language Model

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25 papers in the last four weeks, up 127% on the four weeks before. 0.2% of all new papers.

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  1. Natural Language Questions as an Interface for Knowledge Graphs: QRAKEN Graph Distillation and Semantic Self-Healing

    Oct 6, 2026Remo Grillo, Lukas Klic, Giovanni ColavizzaLLM GroundingKnowledge Graphs

    University of Bologna, Via Zamboni 33, 40126 Bologna, Italy · I Tatti — The Harvard University Center for Italian Renaissance Studies, Via di Vincigliata 26, 50135 Florence, Italy · Department of Communication, University of Copenhagen, Karen Blixens Plads 8, 2300 Copenhagen S, Denmark

  2. LOGIC: An LLM Benchmark for Intent-Grounded Change Impact in Aerospace Electrical Systems

    Oct 6, 2026Muhammad Faraz Shoaib, Muhammad Qasim, Raisulhaq Mohammed Rizwan +3LLM Grounding

    School of Computing Wichita State University 1845 Fairmount St. Wichita, KS 67260 · School of Computing Department of Biomedical Engineering Wichita State University 1845 Fairmount St. Wichita, KS 67260 · School of Computing Department of Industrial Engineering Wichita State University 1845 Fairmount St. Wichita, KS 67260

  3. VERITYGATE: A Four-Gate Schema-Level Faithfulness Framework and Paired Benchmark for Grounded LLM Narrations over Structured Evidence

    Sep 30, 2026Sachin GuptaLLM EvaluationLLM Grounding

    Independent Researcher San Jose, California, USA

  4. Network-based Spatial Context Retrieval for Open-weight LLMs: A Faithfulness Benchmark for Grounded Geographic Reasoning

    Sep 30, 2026Joan PerezSpatial Reasoning BenchmarksLLM Grounding

    Urban Geo Analytics

  5. Concept-Grounded Attention: A Controlled Evaluation of Graph-Injected Attention, Temporal Versioning, and Epistemic Status

    Sep 30, 2026Sachin Dev Duggal, Pradyumna Swarnalatha Ramanna, Alexandros VassiliadesLLM GroundingTemporal Reasoning in Language Models

    SeKondBrain AI Labs, London, United Kingdom.

  6. CARAT: Do Materials LLMs Reason or Recite?

    Sep 29, 2026Jiajun Wu, Jian Yang, Zixiang Ni +2LLM EvaluationLLM Grounding

    Beihang University · Xi’an Jiaotong University · Imperial College London +1

  7. FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents

    Sep 28, 2026Xi Xiao, Yunbei Zhang, Chen Liu +7LLM GroundingLLM Inference Scheduling

    University of Alabama at Birmingham

  8. Large Language Models for Structured Clinical Data Analysis: Dual-Agent Grounding and Validation

    Sep 28, 2026Erfan D. Dehkalani, Seetha Shankaran, Abbot R. Laptook +3Multi-Agent LLM SystemsLLM Grounding

    Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children’s Hospital, and Harvard Medical School, Boston, MA, USA · Department of Pediatrics, Wayne State University School of Medicine, Detroit, MI, USA · Department of Pediatrics, Women & Infants Hospital of Rhode Island, and Warren Alpert Medical School of Brown University, Providence, RI, USA +1

  9. DISCO: Distributed Long Context Scaling with Grounding-Reasoning Disaggregation

    Sep 27, 2026Guanzheng Chen, Viet Dac Lai, Subhojyoti Mukherjee +5LLM GroundingLong-Context Language Model Inference

    National University of Singapore · Adobe Research

  10. TelecomGPT-R1: Unified Post-Training for Reasoning Across Heterogeneous Telecom Tasks

    Sep 21, 2026Bohao Wang, Chenwei Wu, Hang Zou +7LLM GroundingRL for Language Model Reasoning

    College of Information Science and Electronic Engineering, Zhejiang University, 310027 Hangzhou, China · Research Institute for Digital Future, Khalifa University, P O Box 127788, Abu Dhabi, UAE · Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48109-2122, USA +1

  11. Potential for Enhanced Learning in Machine Learning Classes by Using Wiki LLM Indexing

    Sep 21, 2026Brian WrightRetrieval-Augmented GenerationLLM Grounding

    School of Data Science, University of Virginia

  12. The Copy Ceiling: An Input-Exposure Control for Ontology-Grounded Generation over Curated Corpora

    Sep 21, 2026John J. O'HareGrounded Text GenerationLLM Evaluation

    DreamLab AI, The Loom / VisionFlow neurosymbolic stack

  13. Schema-Anchored Latent Reasoning for Semantic Parsing-Based Knowledge Base Question Answering

    Sep 17, 2026Guangze Gao, Zixuan Li, Sikui Zhang +5LLM GroundingKnowledge Graph Question Answering

    Institute of Automation, Chinese Academy of Sciences China · Institute of Computing Technology, Chinese Academy of Sciences China · University of Chinese Academy of Sciences China

  14. Code-as-Auditor: Executable Compliance Reasoning via Regulation-to-Code

    Sep 16, 2026Jisoo Kim, Taeyoon Kwack, Jinwoo Jang +2LLM GroundingLegal Reasoning

    Sungkyunkwan University Suwon, Republic of Korea

  15. BENCHCOMPASS: From Scores to Signals for Training and Harness Decisions in Payment-Domain LLMs

    Sep 16, 2026Sijie Dong, Wei Ren, Xuanwei Hu +9Financial ServicesLLM Evaluation

    Ant International

  16. What Breaks Under Pruning in Smart Homes, and When? Evaluating LLM Degradation Across Architectures and Task Complexity

    Sep 15, 2026Congjing Zhang, Vashishtha Patil, Henning Lange +1LLM GroundingLLM Pruning

    Alexa Home AI, Amazon.com · University of Washington

  17. EviScope: Paired Counterfactual Evidence Diagnostics for Faithful and Efficient Grounded Language Models

    Sep 15, 2026Suryadeep Singh DeswalCounterfactual EvaluationLLM Grounding

    Indian Institute of Technology Roorkee Roorkee, India

  18. Verifiable by Construction: Claim-Level Evaluation of Verbatim Citation in Clinical Question Answering

    Sep 14, 2026Jiashuo Zhang, Yuling Chen, Yvonne Commodore-Mensah +1LLM GroundingLLM Answer Verification

    Department of Computer Science Johns Hopkins University · School of Nursing Johns Hopkins University

  19. Empirical Evaluation of Open-Source Large Language Models for Retrieval-Augmented Generation in ESG Domain

    Sep 14, 2026Motaz Saad, Anna Borrelli, Ivan Gentile +3LLM EvaluationLLM Grounding

    University of Salento · University of Naples Federico II · IFAB Foundation

  20. Retrieval-Augmented Generation for Scientific Code Understanding

    Sep 14, 2026Aaron Nobile, Andreas Adelmann, Mohsen SadrRetrieval-Augmented GenerationLLM Grounding

    Department of Physics, ETH Zürich, 8093 Zürich, Switzerland · Paul Scherrer Institute, 5232 Villigen PSI, Switzerland · Massachusetts Institute of Technology, Cambridge, MA 02139, USA

  21. Beyond ID Embeddings: Process-Grounded Language Modeling for Cognitive Diagnosis

    Sep 14, 2026Minghang Liu, Yuanzhuo Wang, Qiang Qiu +2LLM GroundingCognitive Modeling

    State Key Laboratory of AI Safety, Institute of Computing Technology, CAS · University of Chinese Academy of Sciences

  22. The Answer Path and the Grounding Instruction in LLM Question Answering over Knowledge Graphs

    Sep 9, 2026Arquimedes CanedoMulti-Hop QALLM Grounding

    Siemens Digital Industries Software Princeton, NJ, USA

  23. Evaluation of Contextual Understanding in Large Language Models

    Sep 8, 2026Subavarshana Arumugam, Mamta Nallaretnam, Kithuni Wickramasinghe +4LLM EvaluationLLM Grounding

    Department of Computer Science and Engineering, University of Moratuwa, Moratuwa, Sri Lanka · Department of Electrical and Computer Engineering, University of Miami, Coral Gables, Florida, USA.

  24. Evaluating and Improving Evidence-Grounded Fact-Checking in LLMs via Multi-Round Evidence Ablation

    Sep 8, 2026Xingyu Deng, Mingzi Cao, Nikolaos Aletras +2LLM EvaluationLLM Grounding

    University of Sheffield · Sheffield, UK

  25. Translation Indeterminacy and the Distributional Fallacy

    Sep 7, 2026Michael CarlLLM GroundingDistributional Semantics

    Kent State University Modern and Classical Language Studies

  26. Noēsis: Deterministic-First Retrieval with Two-Tier Context Hydration for Factuality-Critical Queries on Small Local Models

    Sep 7, 2026Nicola CogottiRetrieval-Augmented GenerationLLM Grounding

    Alpha Cogs

  27. Corporate Language Model (CLM): Transforming Tacit and Fragmented Enterprise Knowledge into a Sovereign, Auditable, and Executable Corporate Intelligence Layer

    Sep 7, 2026Fabricio C. Avini, Guilherme TrezLLM GroundingLanguage Modeling

    Business Graduate Program – Unisinos University · Care Intelligence, Porto Alegre, Brazil

  28. HyGRAIL: Cost-Aware and Evidence-Grounded Scientific Hypothesis Discovery over Knowledge Graphs

    Sep 2, 2026Yihang Sun, Zhihan Zhu, Zhiyuan Jiang +3LLM GroundingScientific Hypothesis Generation

    University of Illinois Urbana-Champaign

  29. Architecting Conversational Data Systems for Stateless LLM APIs: The Hydration Proxy Pattern

    Sep 1, 2026Joseph AxisaLLM GroundingLLM Serving

    Google Cloud · California, USA

  30. Candidate Generation and Definition-Guided Verification for Sentence-Level Depression Symptom Recognition

    Sep 1, 2026Weiming Li, Catarina Barata, Miguel Constante +1LLM GroundingDepression Detection

    Institute for Systems and Robotics (ISR), LARSyS, Departamento de Bioengenharia, Instituto Superior Técnico (IST), 1049-001 Lisboa. Portugal · Institute for Systems and Robotics (ISR), LARSyS, Instituto Superior Técnico, University of Lisbon, 1049-001 Lisbon, Portugal · Department of Psychiatry, Hospital Beatriz Ângelo, 2674-514 Loures, Portugal

  31. Context-Grounding Gains Are Mediated by Pre-existing Machinery: Auditing GRPO, SFT, and DPO

    Sep 1, 2026Prakhar Gupta, Vaibhav GuptaRL for Language ModelsLLM Grounding

    University of Michigan · University of Waterloo

  32. Location-Aware Language Models via Secondary Embeddings

    Aug 31, 2026Gokul Srinivasagan, Munir GeorgesLLM GroundingGeospatial Representation Learning

    AImotion Bavaria, Technische Hochschule Ingolstadt, Germany

  33. Padamitra: Grounded Glossary Generation for Classical Sanskrit

    Aug 25, 2026Manoj Balaji Jagadeeshan, Sai Pragnaan Marala, Pawan GoyalLLM GroundingLow-Resource Language Processing

    Indian Institute of Technology, Kharagpur

  34. Numeracy in Large Language Models: Fundamental Limitations and Paths to Improvement

    Aug 13, 2026Aoxin NiNumerical Reasoning in Language ModelsLLM Grounding

    Department of Computer Science University of Chinese Academy of Sciences

  35. BavGround: A Benchmark for Regional Cultural Grounding and Dialect Competence in Bavarian

    Aug 13, 2026Jophin John, Michael Hoffmann, Jan Fillies +2Multilingual Language Model EvaluationLLM Grounding

    Leibniz Supercomputing Centre (LRZ), Garching, Germany · Stanford University, Stanford, California, USA · Freie Universität Berlin, Germany +2

  36. A corpus-specific clinical RAG system matches or outperforms newer frontier LLMs on HealthBench

    Aug 12, 2026Praveen Reddy, Charuta Mandke, Suvrankar Datta +4Retrieval-Augmented GenerationLLM Grounding

  37. XBridge: Entity-Grounded Latent Bridge for Heterogeneous LLM Communication

    Aug 12, 2026Wooseong Yang, Wei-Chieh Huang, Weizhi Zhang +3LLM GroundingTransfer Learning

    University of Illinois Chicago · Capital One AI Foundations · Hankuk University of Foreign Studies +1

  38. Rethinking LLM Verification: Evidence Structure, Uncertainty, and Selective Refinement

    Aug 11, 2026Uma Ranjan, Kunal Tilaganji, Aditya Koul +9LLM GroundingLLM Answer Verification

    Indian Institute of Technology Jammu · Microsoft Research · SCB Dental College and Hospital, Cuttack

  39. Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge

    Aug 8, 2026Shibo Chu, Yuze Liu, Tiehua Zhang +4LLM EvaluationLLM Grounding

    Tongji University, Shanghai, China · Swinburne University of Technology, Melbourne, Australia · Wuhan University of Technology, Wuhan, China

  40. Geo-Spatial Concept Probing of Large Language Models: Abstraction, Compositionality, and Grounding

    Aug 7, 2026Karim Radouane, Jose G Moreno, Lynda TamineSpatial Reasoning BenchmarksLLM Grounding

    University of Toulouse, IRIT Toulouse, France

  41. Decomposed Entailment for Factuality Checking and Hallucination Detection

    Aug 6, 2026Achir Oukelmoun, Nasredine Semmar, Gaël De ChalendarLLM GroundingClaim Verification

    CEA LIST NANO INNOV 2 Bd Thomas Gobert, 91120 Palaiseau, France

  42. Teaching Nemotron Greek: Mining a Corpus, Adapting Retrieval, and Grounding Generation for Modern Greek across Specialist Domains

    Aug 5, 2026Ayoub Kirouane, Christos PetrocheilosRetrieval-Augmented GenerationLLM Grounding

    Sophea AI, KIEFER SA, Athens, Greece

  43. When Absence Is Evidence: Evaluating Completeness-Sensitive Negative Reasoning in Large Language Models

    Aug 5, 2026Byoungjae Min, Kennedy Edemacu, Sae-Hong Cho +3LLM EvaluationLLM Grounding

    Department of Computer Science, Sangmyung University, Seoul, Republic of Korea · College of Staten Island, The City University of New York, New York, NY, USA · School of Computer Engineering, Hansung University, Seoul, Republic of Korea +2

  44. Causal Evidence Extraction and Triangulation in Crisis Reports using Large Language Models: A ReliefWeb-based Study

    Aug 5, 2026Yuanjun Zhang, Mourad OussalahRelation ExtractionLLM Grounding

    University of Oulu, Finland · LUT University, Finland

  45. ANCHOR-RE: An Agentic Neuro-Symbolic Framework for Grounded Biomedical Relation Extraction

    Aug 4, 2026Shufan Ming, Yikun Han, Gibong Hong +2Relation ExtractionLLM Grounding

    School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel St., Champaign, 61820, IL, USA · Division of Computational Health Sciences, Department of Surgery, University of Minnesota, 516 Delaware St SE, Minneapolis, 55455, MN, USA

  46. What Language Does and What the Evidence Supports: A Functional Role Taxonomy and Evidence Audit of Language Grounding in Embodied Agents

    Aug 4, 2026Yifan Guo, Chenghao Li, Zhu Wang +6LLM GroundingEmbodied AI

    Northwestern Polytechnical University · University of Electronic Science and Technology of China

  47. CrossLex: A Source-Grounded Benchmark for Cross-Jurisdictional Legal Reasoning in Large Language Models

    Aug 2, 2026Xiaocui Yang, Xican Tan, Shoujie Chen +3LLM EvaluationLLM Grounding

    School of Computer Science and Engineering, Northeastern University, Shenyang, China · Institute of Intelligent Computing, University of Electronic Science and Technology of China, Chengdu, China · School of Civil and Commercial Law, Southwest University of Political Science and Law, Chongqing, China +1

  48. The Graph Language: How Knowledge Graphs Speak to Large Language Models

    Aug 2, 2026Giuseppe PirròLLM GroundingKnowledge Augmentation for Language Models

    DeMaCS, University of Calabria

  49. GeoArbiter: Verifiability-Guided Grounding for Remote-Sensing Multimodal LLMs

    Aug 1, 2026Xuechen LiRemote Sensing Image UnderstandingRetrieval-Augmented Generation

    University of Minnesota, Twin Cities

  50. Large language models improve physician accuracy but lead to false reliance

    Aug 1, 2026Tirtha Chanda, Christoph Wies, Franziska Schramm +10Retrieval-Augmented GenerationLLM Grounding

    Division of Digital Prevention, Diagnostics and Therapy Guidance, German Cancer Research Center (DKFZ), Heidelberg, Germany · Medical Faculty, University Heidelberg, Heidelberg, Germany · Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany +6

  51. More Debate, Same Evidence: Structural Limits of Homogeneous Multi-Agent Groundedness

    Jul 31, 2026Yuelyu JiLLM EvaluationLLM Grounding

  52. ExtractBench: A Benchmark for Schema-Guided Enterprise Document Extraction

    Jul 31, 2026Boyang Zhang, Adrian Lyjak, Eli Stewart +2LLM GroundingLLM Agent Evaluation

  53. Models for minimalist RAG: B1ade 335M Embedding and 1B Parameter Small Language Models

    Jul 29, 2026Shreyas Subramanian, Mecit Gungor, Vikram ElangoRetrieval-Augmented GenerationLLM Grounding

    Amazon, Seattle, USA

  54. From Found to Designed: Concepts as a Design Axis for Large Language Models

    Jul 29, 2026Chen ShaniLLM GroundingLLM Interpretability

    Tel Aviv University

  55. From Semantics to Readout: Mechanistic Understanding of Audio Tokens after Fine-Tuning for Temporal Audio Grounding

    Jul 28, 2026Yujian Ma, Jinqiu Sang, Ruizhe Li +2LLM GroundingLLM Fine-Tuning

    1Shanghai Institute of Artificial Intelligence for Education, East China Normal University, China · School of Computer Science and Technology, East China Normal University, China · School of Computer Science, University of Birmingham, UK +1

  56. Chart-Supported or Model-Supplied? Examining MLLM-Generated Claims for Accessible Visualization

    Jul 27, 2026Ishrat Jahan Eliza, Md Dilshadur RahmanData VisualizationLLM Grounding

    University of Utah

  57. Making Mathematical Knowledge Explainable, Accessible and Interoperable Through Large Language Model Integration

    Jul 27, 2026Jan Range, Björn Schembera, Dominik GöddekeLLM GroundingKnowledge Representation

    Stuttgart Center for Simulation Science (SC SimTech), University of Stuttgart · Institute of Applied Analysis and Numerical Simulation, University of Stuttgart

  58. Evaluating RAG for French immigration law: a benchmark and baseline study

    Jul 27, 2026Annia Abtout, Julien Delaunay, Monika Ewa RakoczyLLM GroundingLegal IR

    Talan, Paris, France

  59. Embodied GPT-5.1: Evidence of a World Model?

    Jul 27, 2026Roberto Spinelli, Thiago C. MartinsLLM GroundingMobile Robotics

    Grad. Studies in Mechanical Eng. · Department of Mechatronics

  60. Zing: Social Mind for LLMs

    Jul 26, 2026Zing Team, Ao Xiang, Bi Jingping +56LLM EvaluationLLM Grounding