Large Language Model Baselines

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Large Language Model Baselines.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Large Language Model Baselines.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Large Language Model Baselines.

48 papers

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  1. Efficient LLM Distillation for Bangladesh Legal Context: A Smartphone-Compatible Retrieval-Augmented Generation Model

    Sep 21, 2026MD. Nafis Kamal, Mahadi Hasan Fahim, Talha Ridwan +4Large Language Model Baselines

  2. DualSQL: Text-to-SQL with Multi-Agent Reinforcement Learning

    Sep 16, 2026Shijie Chen, Yu Gan, Yeounoh Chung +6Text-To-SqlSql

  3. SQL-Zero: Self-Evolving Text-to-SQL

    Sep 7, 2026Daniel Machado Pedrozo, Julia Soares Dollis, Bryan Lincoln Marques de Oliveira +3Text-To-SqlSelf-Play

  4. Better Together: Complementary Query Rewriting Under a Strong RAG Baseline

    Sep 4, 2026Sara Shanian, Xiaoqin Yi, Pavlo Ruban +1RewriteLarge Language Model Baselines

  5. Replacing Training with Memory: Listwise Selection for Text-to-SQL

    Sep 1, 2026Yeonseok Jeong, Soyoung Yoon, Seongjun Lee +1Text-To-SqlSql

  6. Using Grounded Theory for Agent Behavior Analysis at Scale

    Aug 31, 2026Zhuoran Lu, Yangyang Yu, Zhuoyan Li +5Qualitative ResearchEmergence

  7. RAGSieve: Self-Referenced Local Contrast for Knowledge-Poison Detection in Retrieval-Augmented Generation

    Aug 13, 2026Xinlong Xu, Yoshua Y. LiRetrieval-Augmented Generation SystemsLarge Language Model Baselines

  8. Defending Retrieval-Augmented Intrusion Detection Against Knowledge Poisoning and Prompt Injection

    Aug 8, 2026Kaysarul Anas Apurba, Md. Hasibul Hasan, Mahedee Zaman Moon +2Intrusion DetectionHievi-Rag

  9. ZhuLong: Execution-Grounded LLM Agent for EDA Scripting with Offline API Self-Exploration

    Aug 8, 2026Yang Liu, Shiwei Hou, Xiyuan Chen +13Large Language Model BaselinesLarge Language Model Agents

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

    Jul 27, 2026Annia Abtout, Julien Delaunay, Monika Ewa RakoczyLegal DomainLuxembourgish

  11. TriShieldRAG: A Three-Ring Defense-in-Depth Framework Against Knowledge Corruption in Retrieval-Augmented Generation

    Jul 26, 2026Susil Kumar Mohanty, Rohit Patel, Kosuru Yuvaraj +2Retrieval-Augmented Generation SystemsPoisoning

  12. An Automated Framework for Extracting Reachable Attack Chains from Cyber Threat Intelligence Reports

    Jul 22, 2026Wenbo Hou, Ning Hu, Xueping Wang +2Cyber Threat IntelligenceTransferable Attack

  13. MASTE: A Multi-Agent Pipeline for Zero-Shot Aspect Sentiment Triplet Extraction

    Jul 9, 2026Ao Hong, Lehang Wang, Zhirun Yue +3Sentiment AnalysisRdf

  14. Privacy-Preserving RAG via Multi-Agent Semantic Rewriting: Achieving Confidentiality Without Compromising Contextual Fidelity

    Jun 23, 2026Yuanhe Zhao, Tianyu Zhang, Huafei Xing +3AI Privacy Risks and ProtectionLarge Language Model Baselines

  15. DeepDiscovery: A Location-Inference Framework for Task-Level Repository Understanding

    Jun 22, 2026Jiawei He, Weisong Sun, Mengyu Shi +4CodebasesLarge Language Model Baselines

  16. Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization

    Jun 16, 2026Aueaphum Aueawatthanaphisut, Badri Raj LamichhaneLarge Language Model BaselinesMachine Learning

  17. Conflict-Aware Retriever Editing for Knowledge Injection Attacks on LLM-Based RAG Systems

    Jun 16, 2026Xinru Liu, Xianglong Zhang, Di Cai +3Retrieval-Augmented Generation SystemsLanguage Model Evasion Attacks

  18. CalBrief: A Pilot Diagnostic Benchmark for Evidence-Calibrated Scientific Briefing with Large Language Models

    Jun 11, 2026Yu Fu, Yongqi Kang, Yong ZhaoLarge Language Model BaselinesSummarization

  19. How Seemingly Inconsequential Design Choices Dictate Performance of LLMs in Pathology

    Jun 10, 2026Kian R. Weihrauch, Thomas A. Buckley, William Lotter +1Pathology Foundation ModelsPathology

  20. Exploration Structure in LLM Agents for Multi-File Change Localization

    Jun 10, 2026Akeela Darryl Fattha, Kia Ying Chua, Lingxiao Jiang +1CommitsLarge Language Model Agents

  21. ZAS-SQL: Distilling Rules from Failures for Zero-Shot Text-to-SQL

    Jun 6, 2026Hongzhou Zheng, Yixin Gou, Wenjia ZhangText-To-SqlSql

  22. ProSPy: A Profiling-Driven SQL-Python Agentic Framework for Enterprise Text-to-SQL

    Jun 4, 2026Zhaorui Yang, Huawei Zheng, Sen Yang +14Text-To-SqlComplex Query Answering

  23. MaskForge: Structure-Aware Adaptive Attacks for Jailbreaking Diffusion Large Language Models

    Jun 1, 2026Yingzi Ma, Zhengyue Zhao, Xiaogeng Liu +3Large Language Model JailbreaksLarge Language Model Baselines

  24. MosaicLeaks:Privacy Risks in Querying-in-the-Open for Deep Research Agents

    May 29, 2026Alexander Gurung, Spandana Gella, Alexandre Drouin +3Data LeakageDeep Research

  25. Selective QA over Conflicting Multi-Source Personal Memory: A Diagnostic Testbed and Method Comparison

    May 28, 2026Tiancheng Yang, Matthias Schonlau, Ilia SucholutskyMulti-Hop Question Answering BenchmarksLarge Language Model Baselines

  26. The New Pro Se: Generative AI and the Surge in Federal Civil Self-Representation

    May 28, 2026Or Cohen-SassonGenerative Artificial IntelligenceRefugee Outcomes

  27. Cordon-MAS: Defending RAG against Knowledge Poisoning via Information-Flow Control

    May 26, 2026Zhe Yu, Wenpeng Xing, Gaolei Li +4Data PoisoningLarge Language Model Baselines

  28. Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems

    May 15, 2026Parand A. Alamdari, Toryn Q. Klassen, Sheila A. McIlraithArtificial Intelligence GovernanceLarge Language Model Safety

  29. Knowledge Distillation for Low-Resource Open-source Text-to-SQL Model

    May 13, 2026Tianhao Qiu, Xiaojun ChenText-To-SqlTable Reasoning Datasets

  30. Large Language Models as Amortized Pareto-Front Generators for Constrained Bi-Objective Convex Optimization

    May 12, 2026Peipei Xu, SiYuan Ma, Yaohua Liu +4Multi-Objective OptimizationPareto Frontier

  31. Byte-Exact Deduplication in Retrieval-Augmented Generation: A Three-Regime Empirical Analysis Across Public Benchmarks

    May 10, 2026Sietse SchelpeSemantic DeduplicationRetrieval-Augmented Generation Systems

  32. PRA-RAG: Provably Robust Aggregation in Retrieval-Augmented Generation against Retrieval Corruption

    May 8, 2026Xue Tan, Yi Zheng, Chang Huo +7Retrieval-Augmented Generation SystemsHievi-Rag

  33. ADEPT: An Entropy-Driven Dual-Strategy Agent for Interactive Video Retrieval

    May 7, 2026Ke Chen, Shengyuan Han, Yongfeng Huang +4Agentic RetrievalVideos

  34. Architecture Matters: Comparing RAG Systems under Knowledge Base Poisoning

    May 7, 2026Samuel KornRetrieval-Augmented Generation SystemsAdversarial Evaluation

  35. I'm Sorry, but I Can't Help with Braille: Revealing Accessibility Failures in State-of-the-Art LLMs

    May 7, 2026Abdullah AbdullahLarge Language Model PerformanceLarge Language Model Baselines

  36. OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories

    May 5, 2026Yuwen Du, Rui Ye, Shuo Tang +4Search AgentsLarge Language Model Baselines

  37. MemFlow: Intent-Driven Memory Orchestration for Small Language Model Agents

    May 5, 2026Jiayi Chen, Yingcong Li, Guiling WangLarge Language Model AgentsLarge Language Model Baselines

  38. LLM-Guided Agentic Floor Plan Parsing for Accessible Indoor Navigation of Blind and Low-Vision People

    Apr 27, 2026Aydin Ayanzadeh, Tim OatesAccessibilityFloor Plan Generation

  39. Towards Automated Ontology Generation from Unstructured Text: A Multi-Agent LLM Approach

    Apr 25, 2026Abid Talukder, Maruf Ahmed Mridul, Oshani SeneviratneOntologyMulti-Agent Large Language Model

  40. AutoRISE: Agent-Driven Strategy Evolution for Red-Teaming Large Language Models

    Apr 23, 2026Tanmay Gautam, Alireza Bahramali, Sandeep AtluriRed-TeamingLanguage Model Evasion Attacks

  41. LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues

    Apr 21, 2026Fanyu Wang, Xiaoxi Kang, Paul Burgess +6Legal DomainRelevance

  42. A Benchmark Construction and Evaluation Framework for Specialist Domains: Case Study on Defense-related Documents

    Apr 20, 2026Bao Gia Doan, Aditya Joshi, Pantelis Elinas +4Multi-Hop Question Answering BenchmarksRecent Retrieval-Augmented Generation

  43. Reachability Across the NL/PL Boundary: A Taxonomy-Driven Dataflow Model for LLM-Integrated Applications

    Mar 30, 2026Zihao Xu, Xiao Cheng, Ruijie Meng +1Large Language Model BaselinesPrism

  44. CORE-T: COherent REtrieval of Tables for Text-to-SQL

    Jan 19, 2026Hassan Soliman, Vivek Gupta, Dan Roth +1Text-To-SqlTabular Data

  45. SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization

    Dec 18, 2025Shravan Chaudhari, Rahul Thomas Jacob, Jiajun Cao +3CodebasesGraph-Based Retrieval

  46. Effective and Efficient Threat Hunting with Small Language Models

    Dec 7, 2025Saleha Muzammil, Rahul Reddy, Vishal Kamalakrishnan +2Small Language ModelsNatural Language Queries

  47. Poodle: Seamlessly Scaling Down Large Language Models with Just-in-Time Model Replacement

    Dec 5, 2025Nils Strassenburg, Boris Glavic, Tilmann RablLarge Language Model BaselinesTransfer Learning

  48. Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG

    Aug 4, 2025Ilias Triantafyllopoulos, Renyi Qu, Salvatore Giorgi +3Retrieval-Augmented Generation SystemsOut-Of-Domain Generalization