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https://arxiv.org/abs/2604.00053 [2604.00053] The Energy Footprint of LLM-Based Environmental Analysis: LLMs and Domain Products Abstract page for arXiv paper 2604.00053: The Energy Footprint of LLM-Based Environmental Analysis: LLMs and Domain Products llm based environmental analysis energy footprint llms https://www.devopsdigest.com/avoiding-unexpected-costs-token-tax-in-llm-based-unit-testing Avoiding Unexpected Costs: Token Tax in LLM-Based Unit Testing | DEVOPSdigest By now you've noticed that everyone is excited about using LLMs for software development and testing, and unit test generation is near the top of the list. Ask... llm based unit testing avoiding unexpected costs https://research.vitalsource.com/publications/improving-automatically-generated-fill-in-the-blank-answer-selection-with-an-llm-based-agreement-filter Improving automatically generated fill-in-the-blank answer selection with an LLM-based agreement... AI-generated questions in context: A contextualized investigation using platform data, student feedback, and faculty observations. automatically generated llm based improving fill blank https://www.knostic.ai/blog/openant OpenAnt: Open Sourcing Knostic’s LLM-based Vulnerability Discovery Product Apr 28, 2026 - OpenAnt: Knostic's open-source, LLM-based vulnerability discovery tool for proactively identifying security flaws while minimizing false positives and... open sourcing llm based vulnerability discovery product https://arxiv.org/abs/2601.01129 [2601.01129] RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review... Abstract page for arXiv paper 2601.01129: RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review Automation at Atlassian code reviewer large scale llm based online evaluation https://arxiv.org/abs/2605.04996 [2605.04996] Tailoring Scaffolding to Diagnostic Strategies: Theory-Informed LLM-Based Agents Abstract page for arXiv paper 2605.04996: Tailoring Scaffolding to Diagnostic Strategies: Theory-Informed LLM-Based Agents llm based tailoring scaffolding diagnostic strategies https://conf.researchr.org/details/icse-2026/ide-2026-papers/3/MigMate-A-VS-Code-Extension-for-LLM-based-Library-Migration-of-Python-Projects MigMate: A VS Code Extension for LLM-based Library Migration of Python Projects (IDE 2026) - ICSE... This page will soon grow in content and contain information about the scope of this research track. vs code extension llm based python projects library migration https://conf.researchr.org/details/icse-2026/icse-2026-research-track/214/Let-the-Trial-Begin-A-Mock-Court-Approach-to-Vulnerability-Detection-using-LLM-Based Let the Trial Begin: A Mock-Court Approach to Vulnerability Detection using LLM-Based Agents (ICSE... ICSE, the IEEE/ACM International Conference on Software Engineering, is the premier software engineering conference. It will be held April 12-18 2026 in Rio de... vulnerability detection llm based let trial begin https://conf.researchr.org/details/icpc-2026/icpc-2026-research/5/Palm-Path-aware-LLM-based-Test-Generation-with-Comprehension Palm: Path-aware LLM-based Test Generation with Comprehension (ICPC 2026 - Research Track) - ICPC... The 34th IEEE/ACM International Conference on Program Comprehension (ICPC 2026) is the premier venue for work in the area of program comprehension. It... llm based test generation palm path aware https://conf.researchr.org/details/icse-2026/wsese-2026/10/OLAF-Towards-Robust-LLM-Based-Annotation-Framework-in-Empirical-Software-Engineering OLAF: Towards Robust LLM-Based Annotation Framework in Empirical Software Engineering (WSESE 2026 -... With the steep increase in empirical studies and the advent of secondary studies that aggregate their results, a main concern is their quality. Although... llm based software engineering olaf towards robust https://www.amazon.science/blog/improving-quality-and-robustness-in-llm-based-text-to-speech-systems Improving quality and robustness in LLM-based text-to-speech systems - Amazon Science Apr 24, 2026 - Low-rank adaptation, data augmentation, and chain-of-thought reasoning are among the techniques enabling accent-free polyglot outputs, improved expressiveness,... improving quality llm based robustness text speech https://gnu.support/articles/lack-of-thinking/Why-LLM-Based-Wiki-Systems-Are-Flawed-and-Unscalable-124400.html Why LLM-Based Wiki Systems Are Flawed and Unscalable The text serves as a technical rebuttal to popular tutorials promoting LLM-based wiki systems, arguing that these prototypes are fundamentally flawed and... llm based wiki systems flawed https://arxiv.org/abs/2604.12108 [2604.12108] LLM-Based Automated Diagnosis Of Integration Test Failures At Google Abstract page for arXiv paper 2604.12108: LLM-Based Automated Diagnosis Of Integration Test Failures At Google llm based automated diagnosis integration test https://arxiv.org/abs/2601.20148 [2601.20148] LogSieve: Task-Aware CI Log Reduction for Sustainable LLM-Based Analysis Abstract page for arXiv paper 2601.20148: LogSieve: Task-Aware CI Log Reduction for Sustainable LLM-Based Analysis llm based task aware ci log https://arxiv.org/abs/2605.05023 [2605.05023] CuBridge: An LLM-Based Framework for Understanding and Reconstructing High-Performance... Abstract page for arXiv paper 2605.05023: CuBridge: An LLM-Based Framework for Understanding and Reconstructing High-Performance Attention Kernels llm based framework understanding reconstructing high https://conf.researchr.org/details/icse-2026/icse-2026-industry-challenge-track/5/A-Localization-Framework-for-Reasoning-Faults-in-LLM-based-Code-Agents-Solution-to- A Localization Framework for Reasoning Faults in LLM-based Code Agents - Solution to challenge #18... The Industry Challenge Track is the premier venue for practitioners and researchers to present industry challenges in the software engineering domain and their... llm based localization framework reasoning faults https://2026.msrconf.org/details/msr-2026-mining-challenge/61/LGTM-Characteristics-of-Auto-Merged-LLM-based-Agentic-PRs LGTM! Characteristics of Auto-Merged LLM-based Agentic PRs (MSR 2026 - Mining Challenge) - MSR 2026 Welcome to the website of the 23rd International Mining Software Repositories Conference (MSR 2026)! *MSR 2026 will be held in Rio de Janeiro, Brazil, April... llm based characteristics auto merged agentic https://writing.kemitchell.com/2025/01/16/Provisional-Guidance-LLM-Code Provisional Guidance for Users of LLM-Based Code Generators — /dev/lawyer llm based code generators provisional guidance users https://nexu.io/blog/omnibehavior-human-simulation OmniBehavior Is a Warning Shot for Anyone Building LLM-Based User Simulation — nexu Apr 10, 2026 - OmniBehavior argues that current LLMs still struggle to simulate real human behavior over long horizons and diverse scenarios. For teams using synthetic users... llm based warning shot anyone building https://rafgiav.com/ Rafail Giavrimis | Rafail Giavrimis — PhD Researcher in LLM-based Code Optimization at the... Rafail Giavrimis — PhD Researcher in LLM-based Code Optimization at the University of Surrey and Senior Research Engineer at TurinTech AI. llm based phd researcher code optimization https://www.awesome-testing.com/2025/11/testing-llm-based-systems Testing LLM-based Systems | Awesome Testing Nov 1, 2025 - Learn practical strategies to test and validate Large Language Model (LLM) systems. Discover how to ensure reliability, evaluate AI outputs, and maintain quali… llm based testing systems awesome https://arxiv.org/abs/2511.14224 [2511.14224] KTester: Leveraging Domain and Testing Knowledge for More Effective LLM-based Test... Abstract page for arXiv paper 2511.14224: KTester: Leveraging Domain and Testing Knowledge for More Effective LLM-based Test Generation llm based leveraging domain testing knowledge https://thisisimportant.net/posts/user-community-llm-chatbots/ Don't replace your user community with an LLM-based chatbot | This is important If you implement an LLM-based chatbot at your company, don't do so at the expense of your user community. Otherwise, the longevity and quality of your product... user community llm based replace chatbot important https://addepto.com/technologies/llm-based-solutions/ LLM-Based Solutions (Large Language Models) - Addepto Check how LLM-Based Solutions can improve your business operations and boost productivity. Consult solutions for your company! large language models llm based solutions addepto https://www.knostic.ai/blog/oss-scan Free LLM-based Vulnerability Scans for Open Source Projects Mar 2, 2026 - Discover how OpenAnt, a free LLM-based tool, transforms vulnerability scanning for open source projects, leveling the playing field for defenders against... free llm based vulnerability open source scans projects https://conf.researchr.org/details/icse-2026/icse-2026-research-track/241/Knowledge-Matters-Injecting-Project-and-Testing-Knowledge-into-LLM-based-Unit-Test-G Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation... ICSE, the IEEE/ACM International Conference on Software Engineering, is the premier software engineering conference. It will be held April 12-18 2026 in Rio de... knowledge matters llm based unit test injecting project https://arxiv.org/abs/2605.01100 [2605.01100] A Knowledge-Driven LLM-Based Decision-Support System for Explainable Defect Analysis... Abstract page for arXiv paper 2605.01100: A Knowledge-Driven LLM-Based Decision-Support System for Explainable Defect Analysis and Mitigation Guidance in Laser... llm based decision support knowledge driven system https://opentelemetry.io/blog/2024/llm-observability/ An Introduction to Observability for LLM-based applications using OpenTelemetry | OpenTelemetry Large Language Models (LLMs) are really popular right now, especially considering the wide range of applications that they have from simple chatbots to Copilot... llm based introduction observability applications using https://zenodo.org/records/17657732 LLM-Based Information Extraction to Support Scientific Literature Research Nov 20, 2025 - Lightning talk slides presented at the 17th Semantic Web in Libraries Conference (SWIB25) llm based information extraction support scientific https://arxiv.org/abs/2512.15979 [2512.15979] OLAF: Towards Robust LLM-Based Annotation Framework in Empirical Software Engineering Abstract page for arXiv paper 2512.15979: OLAF: Towards Robust LLM-Based Annotation Framework in Empirical Software Engineering llm based olaf towards robust annotation https://tomtunguz.com/context-announcement/ Context.ai - Unlocking Insight into LLM-Based Applications | Tomasz Tunguz May 22, 2026 - Discover how Context.ai helps SaaS startups analyze LLM-powered apps, overcome non-deterministic challenges, and optimize AI product experiences. context ai llm based unlocking insight applications https://boston.qcon.ai/presentation/boston2026/scaling-llm-based-ranking-systems-latency-critical-search-recommendation QCon AI Boston 2026 | Scaling LLM-Based Ranking Systems for Latency-Critical Search &... Large Language Models are powerful — but deploying them in latency-critical ranking systems is a fundamentally different problem than building chat... qcon ai boston llm based scaling ranking systems https://arxiv.org/abs/2507.15251 [2507.15251] Input Reduction Enhanced LLM-based Program Repair Abstract page for arXiv paper 2507.15251: Input Reduction Enhanced LLM-based Program Repair llm based input reduction enhanced program https://www.andrewkeir.com/ SEO/GEO - AI, LLM, search engine consultant - Melbourne based Search Engine and Generative Engine Optimization (SEO/GEO) for SMB and enterprise-level businesses. AI, LLM, search consultant, Melbourne-based. seo geo ai search engine consultant melbourne llm based https://www.millenniumpost.in/technology/bharat-gen-ai-based-multimodal-llm-for-indian-languages-launched-613298 Bharat Gen, AI-based multimodal LLM for Indian languages, launched Jun 2, 2025 - New Delhi (PTI): Science and Technology Minister Jitendra Singh launched 'Bharat Gen', an indigenously developed artificial intelligence-based multimodal Large... gen ai indian languages bharat based multimodal https://arxiv.org/abs/2506.07596 [2506.07596] TwinBreak: Jailbreaking LLM Security Alignments based on Twin Prompts Abstract page for arXiv paper 2506.07596: TwinBreak: Jailbreaking LLM Security Alignments based on Twin Prompts llm security jailbreaking alignments based twin https://llmpulse.ai/features/content-recommendations Recommendations - Evidence-Based AI Content Strategy | LLM Pulse Generate AI-powered recommendations based on your tracked prompts, citations, and content. Get prioritized, actionable steps with evidence links. evidence based ai content strategy recommendations llm pulse https://polso.info/php-rag-open-source-php-based-llm-solution PHP-RAG: Open source PHP-based LLM solution | Kristian Polso Drupal, tech and all things geek. open source php rag based llm https://arxiv.org/abs/2605.04903 [2605.04903] Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs Abstract page for arXiv paper 2605.04903: Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs llm fine tuning delta based neural architecture https://aclanthology.org/2025.emnlp-industry.136/ Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses - ACL Anthology Fangyi Yu, Nabeel Seedat, Dasha Herrmannova, Frank Schilder, Jonathan Richard Schwarz. Proceedings of the 2025 Conference on Empirical Methods in Natural... llm responses beyond scores decomposed criteria