Large Language Models(Llms

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Large LanguageLarge Language Models FailLarge Language Model ReliabilityInstruction-Tuned Large Language ModelsLarge Language Model BackbonesLarge Language Model ResponsesLarge Language Model Calls

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Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Large Language Models(Llms.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Large Language Models(Llms.

143 papers

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  1. Circuit-MLLM: Topological Logic-Guided Latent-Space Visual Reasoning for Circuit Schematic Understanding

    Sep 14, 2026Jinyuan Deng, Yuqi Jiang, Wenjing Huang +3CircuitsLarge Language Models(Llms

  2. SALUTE: Benchmarking and Adapting LLMs for the Defense Domain

    Sep 14, 2026Hyeongcheol Park, Sumin In, Suyeon Myeong +5Large Language Model AdaptationLarge Language Models(Llms

  3. SeGDeP: Semantic- and Geometric-Aware Decoupled Prompts for Reasoning Segmentation

    Sep 8, 2026Linnan Zhao, Xu Liu, Lingling Li +3Semantic-Geometric RepresentationsReasoning Segmentation

  4. LLM4CKD: Large Language Models for Early Stage Chronic Kidney Disease Screening

    Sep 3, 2026Muhammad Ashad Kabir, Sirajam MuniraChronic Kidney DiseaseScreening

  5. Post-hoc Alignment of LLM-judges to Human Judgment Distribution

    Sep 1, 2026Sebastian Steindl, Nikos Voskarides, Alberto Gasparin +1Soft-LabelLlm-As-A-Judge

  6. Context Blindness in DPO: Mitigating Object Hallucination in MLLMs via Context-Calibrated Preference Optimization

    Aug 12, 2026Byungoh Ko, Jinyoung Park, Jongha Kim +3Large Multimodal ModelsLarge Language Models(Llms

  7. FM-LLM: A frequency-enhanced mixture-of-experts framework for adapting LLMs to time series forecasting

    Aug 12, 2026Rentao Gu, Yihang Ding, Junjie Li +5Time Series ForecastingFrequency-Aware Structural Aggregation

  8. SignLlama: Enhancing Gloss-free Sign Language Translation by Prioritizing Visual Features for LLMs

    Aug 10, 2026Shiwei Gan, Xiao Liu, Yafeng Yin +5Sign Language TranslationPre-Trained Vision-Language Models

  9. A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization

    Aug 8, 2026Víctor GallegoEvolutionary SearchHistorical Optimization Experiences

  10. Diffusion LLMs as Targets and Adversaries: Mechanistic Safety Exploits

    Aug 7, 2026Elena Dumitrescu, Gert Lek, Lydia Y. Chen +1Large Language Model SafetyDiffusion Language Models

  11. SkillConsist: Detecting Inconsistencies in Agent Skills via Bidirectional Graph Alignment

    Aug 7, 2026Chaofan Meng, Yuhang Zheng, Yingnan Zhou +1Agent Skill EcosystemsAgent Skill Libraries

  12. Evidence-Driven Dynamic Visual Selector for Efficient Long Video Understanding

    Aug 6, 2026Bo Zhang, Wenxin Wang, Feng Chen +4Video UnderstandingVisual Tokens

  13. DASyR-LLM: Domain-Aware Symbolic Regression with LLMs for Kinetic Model Discovery

    Aug 5, 2026Roberto Aliaga Medina, Paulina Quintanilla, Antonio del Rio ChanonaIncomplete KineticsSymbolic Regression

  14. ANNOTARES: A Dataset for Extracting Logical Structures from German Statutory Texts

    Aug 4, 2026Ronja Schwarz, Jannik StrötgenHigh-Quality Legal CorpusGerman

  15. Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs

    Aug 4, 2026Haoqian Kang, Liupeng Li, Kuofeng Gao +5LLM Reasoning MethodsLatent Thoughts

  16. SeqLLM: Augmenting LLMs with Behavioral-Sequence Modeling for High-Stakes Decisions at WeChat Pay

    Aug 4, 2026Guilin Li, Jiaxing Zhang, Matthias Hwai Yong Tan +2Large Language Models(LlmsSequence Modeling

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

    Aug 2, 2026Giuseppe PirròKnowledge GraphsLLM Reasoning Methods

  18. What Could the Agent See at 19:05? Generating Temporal Enterprise Scenarios from Real Research and Replaying Them to Evaluate Agents

    Aug 2, 2026Tezan Sahu, Himani AroraPersonal Artificial Intelligence AgentsLarge Language Models(Llms

  19. Unleashing the Potential of Large Language Models: A Blueprint for Real-Time, Enterprise-Ready Deployments

    Aug 1, 2026Muhammad Faizan Raza, Shuo, Yang +2Large Language Model ServingLarge Language Models(Llms

  20. MMLDSum-LLM: Multimodal Long-Document Summarization with Visual-Alignment and Keyword-Aware

    Jul 30, 2026Xianpeng Zhang, Jiahua Yang, Dongyu Chen +7Large Multimodal ModelsSummarization

  21. Gradient-free Task-Conditioned Retrieval for On-Device In-Context Learning

    Jul 30, 2026Xinyu Luo, Hui Liu, Yihua Shao +3In-Context LearningIn-Context

  22. MedLLM: An Open Medical Language Model at the Sub-Billion Scale

    Jul 29, 2026Maxx Richard Rahman, Asim Ahmed, Mihan Mohagheghzadeh +1Large Language Models(LlmsRetrieval Recall

  23. Auditing Emergent LLM-Agent Collaboration through Cooperation-Obligation Coupling

    Jul 29, 2026Zuyuan Zhang, Hanqing Yang, Carlee Joe-Wong +1Algorithm AuditingCollaboration

  24. FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing

    Jul 29, 2026Hongyang Wang, Yichen Shi, Hongrui Li +3Spoofed SpeechAuthenticity

  25. LLM4OSC: Profile-Bound Natural Language Control with Deterministic Validation for Open Sound Control

    Jul 28, 2026Yuan-Yi FanLarge Audio Language ModelsLarge Language Models(Llms

  26. Tokens are All You Need: Dual-purpose Semantic IDs for Achieving LLM-Level I/O Efficiency in recommendation systems

    Jul 26, 2026Baolei Li, Yiping Yuan, Yilin Zheng +6Recommender SystemsNeural Tokens

  27. Developing and Validating the Spanish Version of the Large Language Models Dependency Scale (LLM-D12-SP)

    Jul 24, 2026Tran Gia Bao, Mo El-Haj, Sameha Al-Shakhsi +3PsychometricsPsychology

  28. CommitLLM: A Fine-Tuned Pipeline for Git Commit Message Generation

    Jul 20, 2026Md Rafid Haque, Poojan Narendrabhai Patel, Meetkumar Vijaybhai RaychuraCommitsLarge Language Models(Llms

  29. Geometry-Enhanced Portion Estimation for Multimodal LLMs

    Jul 17, 2026Lin Liao, Peng LiLarge Multimodal ModelsLarge Language Models(Llms

  30. AI Watermark Evidence Fails Forensic Readiness: An Empirical Evaluation

    Jul 17, 2026Saifur Rahman Tamim, Amir Labib KhanAudio WatermarkingWatermarks

  31. CityLLM: A framework for natural-language querying of semantic 3D city models

    Jul 16, 2026Rabindra Lamsal, Sisi Zlatanova, Johnson Xuesong ShenRdfStreet-View Imagery

  32. Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection

    Jul 15, 2026Zhenpeng LiIntrusion DetectionLarge Language Models(Llms

  33. LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation

    Jul 12, 2026Jinyang Du, Hao Ma, Xiaohu Shi +4Partial Differential EquationsSymbolic Regression

  34. RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation

    Jul 7, 2026Sambaran Bandyopadhyay, Ananth MuppidiKnowledge GraphsHierarchical Graph Memory

  35. Integrating knowledge graphs and multilingual scholarly corpora for domain-adaptive LLMs in SSH

    Jul 7, 2026Adam Faci, Alessio Miaschi, Anne Combe +4Large Language Model AdaptationLarge Language Models(Llms

  36. Foundation Models for Automatic CAD Generation

    Jul 6, 2026J de Curtò, Victoria Guillén, I. de ZarzàComputer-Aided Design3D Generation

  37. From Geometric Labels to Semantic Understanding of Indoor Building Components Using Multimodal Large Language Models

    Jul 4, 2026Shuju Jing, Chao YinLarge Multimodal ModelsPoint Clouds

  38. OpenGlass: A Sensing-Computing Split Architecture for Local MLLM-Driven Real-Time Visual Assistance

    Jul 3, 2026Mengzhang Li, Yuan YaoAccessibilityLarge Multimodal Models

  39. STELLA: Efficient Sensor-to-LLM Translation for On-Device Human Activity Recognition

    Jul 3, 2026Nirhoshan Sivaroopan, Albert Zomaya, Kanchana ThilakarathnaHuman Activity RecognitionLarge Language Models(Llms

  40. Neuron-Aware Active Few-Shot Learning for LLMs

    Jul 2, 2026Zhuowei Chen, Liwei Chen, Christian Schunn +2Few-Shot LearningActive Learning

  41. SemHash-LLM: A Multi-Granularity Semantic Hashing Framework for Document Deduplication

    Jul 2, 2026Xinyi Fang, Kejian Tong, Jiabei Liu +2Semantic DeduplicationDocument

  42. Readable but Not Controllable: Neuron-Level Evidence for Medical LLM Hallucination

    Jun 30, 2026Vijay Vankadaru, Asha Matthews, Tanya Roosta +1Hidden StatesLarge Language Models(Llms

  43. CSO-LLM: Class Subspace Orthogonalization for Post-Training Backdoor Detection and Trigger Inversion in LLMs

    Jun 30, 2026Zhengxing Li, David J. Miller, Guangmingmei Yang +1Language Model Evasion AttacksBackdoor Attacks

  44. Personalizing MLLMs via Reinforced Multimodal Reference Game

    Jun 27, 2026Deepayan Das, Davide Talon, Yiming Wang +2Large Multimodal ModelsLarge Language Model Personalization

  45. Understanding How MLLMs Describe Artworks Using Token Activation Maps

    Jun 26, 2026Nicola Fanelli, Pasquale De Marinis, Raffaele Scaringi +3Large Multimodal ModelsVisual Tokens

  46. Grad Detect: Gradient-Based Hallucination Detection in LLMs

    Jun 23, 2026Anand Kamat, Daniel Blake, Brent M. WernessLarge Language Model HallucinationHallucination Detection

  47. ForensicsTok: Forensics-Guided Tokenized Modeling for Image Tampering Localization

    Jun 23, 2026Lei Xu, Haowei Wang, Shen Chen +3Digital ForensicsLarge Multimodal Models

  48. When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model

    Jun 19, 2026Carson Rodrigues, Oysturn Vas, Isaiah Abner DCosta +1HyperparameterLarge Language Models(Llms

  49. HERALD: High-Throughput Block Diffusion LLM Serving via CPU-GPU Cooperative KV Cache Retrieval

    Jun 19, 2026Omin Kwon, Doyeon Kim, Jongseok Park +3LLM Inference EfficiencyGraphics Processing Unit Memory

  50. Is Our Benchmark Enough? An Analysis of Continual Learning for MLLMs

    Jun 18, 2026Van-Tuan Tran, Shruthi Gowda, Merim Dzaferagic +1Efficient Continual LearningLarge Multimodal Models

  51. The Correctness Illusion in LLM-Generated GPU Kernels

    Jun 18, 2026Dipankar SarkarGraphics Processing Unit KernelsCorrectness

  52. LLMZero: Discovering Adaptive Training Strategies for RL Post-Training via LLM Agents

    Jun 16, 2026Haoyang Fang, Wei Zhu, Boran Han +11Reinforcement Learning Post-TrainingExploration-Exploitation Dilemma

  53. Multimodal LLM-Empowered Re-Ranking for Generalizable Person Re-Identification

    Jun 15, 2026Jiachen Li, Xiaojin GongRe-IdentificationMultimodal Domain Generalization

  54. Adversarial Concept Search: Predicting Compositional Errors From Feature Geometry

    Jun 11, 2026Jennifer Meng Lu, Ruochen Zhang, Isabelle Lee +3Large Language Models FailLarge Language Models(Llms

  55. Unifying Acoustic Features and Text with Multimodal LLMs for Neurodegenerative Screening

    Jun 10, 2026Qingfeng Zhang, Yuanxiong Guo, Yanmin GongAmyotrophic Lateral SclerosisAlzheimer

  56. Layer-Isolated Evaluation: Gating the Deterministic Scaffold of a Production LLM Agent with a No-LLM, Regression-Locked Test Harness

    Jun 10, 2026Sawyer Zhang, Alexander Wang, Sophie LeiAgentic EvaluationsLarge Language Model Agents

  57. Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks

    Jun 9, 2026Miaoxin Cai, Guanqun Wang, Wei Zhang +6Multi-Sensor FusionSynthetic Aperture Radar

  58. Dep-LLM: Training-Free Depression Diagnosis via Evidence-Guided Structured Multi-factor with Reliable LLM Reasoning

    Jun 9, 2026Yiqing Lyu, Xianbing Zhao, Buzhou Tang +1DepressionClinical Reasoning

  59. LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks

    Jun 9, 2026Tyler King, Timothee LeleuNeural Architecture SearchHardware Description Languages

  60. MetaPlate: Counterfactual-Guided RAG-LLM Tool for Personalized Food Recommendation and Hyperglycemia Prevention

    Jun 8, 2026Asiful Arefeen, Carol Johnston, Hassan GhasemzadehContinuous Glucose MonitoringDiabetes