Overview

Requirements engineering turns stakeholder goals, constraints, and regulations into specifications that guide system design, implementation, and verification. Common approaches include interviews and user stories, goal and model-based methods, prioritization, traceability, and formal checks for ambiguity or inconsistency. Large language models are increasingly used to extract, classify, clarify, and generate requirements, often combined with retrieval, symbolic validation, benchmarks, and human review. A central challenge is ensuring that fluent, automated outputs capture implicit domain knowledge and conflicting stakeholder needs while remaining accurate, explainable, and traceable.

Latest papers

CardsList

62 papers14 papers in the last four weeks, up 250% on the four weeks before. 0.1% of all new papers.

  1. Take It From Here: Evaluating Coding Agents On Project Takeover

    Nov 5, 2026Dingxian Wang, Zhe Fu, Jiaqi Deng +9Coding Agent BenchmarksSoftware Engineering Benchmarks

  2. Measuring Where Intent Gets Lost in Agentic Smart Contract Synthesis

    Oct 27, 2026Abhinav Goel, Agostino Capponi, Alfio Gliozzo +1Agentic Code GenerationProgram Synthesis

  3. MARQ: A Modular, LLM-Agnostic Requirement Quality Assessor Infused with Systems Engineering Knowledge

    Oct 26, 2026Jannatul Shefa, Alejandro Salado, Paul Wach +1Requirements EngineeringKnowledge Augmentation for Language Models

  4. RepoTrace: Improving Requirement Tracing in Multi-Round Agent Interactions

    Oct 26, 2026Huanyu Liu, Yezheng Cheng, Jinliang You +5Software Engineering AgentsLLM Agent Reliability

  5. Multimodal Requirements Traceability Link Recovery in Industrial Settings

    Oct 25, 2026Haoming Huang, Shinpei Hayashi, Kazuya Kohata +2Requirements EngineeringMultimodal RAG

  6. Contract-Based Agentic Systems Engineering: Delegation as Quotient for Assured System Design

    Oct 23, 2026Sai Sandeep Damera, Ryan Matheu, John S. BarasRequirements EngineeringSoftware Engineering Agents

  7. SWE-Clar: Can Coding Agents Clarify Incomplete Client Requirements and Deliver Greenfield Software?

    Oct 22, 2026Jialei Li, Dingxian Wang, Xiaoyan Zhao +11Coding AgentsSoftware Engineering Benchmarks

  8. Beyond Accuracy: Disentangling Decomposition from Typed-State Quality Assurance in Multi-Agent LLM Pipelines

    Oct 22, 2026Maria Gabriela Alves Zuppardo, Vinicius Cardoso GarciaMulti-Agent LLM SystemsLLM Agent Evaluation

  9. HiddenLens: A Multi-Layer LLM Framework for Detecting and Resolving Hidden Assumptions in Software Requirements

    Oct 21, 2026Tanu Singh, Aashna Suman, Vinod PatidarRequirements Engineering

  10. When Coding Agents Outpace Review: Evaluating PRD-Driven Development in Mature Enterprise Repositories

    Oct 19, 2026Tianqi Liu, Yandong Guan, Songze Li +3AI Coding AgentsLLM Agent Evaluation

  11. FDE-Gym: The Last Mile of AI Delivery

    Oct 15, 2026Dongxu Yang, Hongda Yan, Renxin Wang +23AI Agent EvaluationAI Agent Benchmarks

  12. Instructions Are Evidence, Not Objectives: Measuring Outcome Alignment of Agents

    Oct 13, 2026Kaiming Liu, Yuxuan Liu, Jinrui Ju +4LLM Agent EvaluationSoftware Engineering Agents

  13. FDE-Bench: Evaluating End-to-End Delivery from Underspecified Real-World Business Requests

    Oct 10, 2026Huaiming Li, Can Huang, Chufan Wu +18LLM Agent EvaluationAI Agent Benchmarks

  14. GeoFitBench-LLM: A Benchmark for Assessing Large Language Models' Capabilities in Geospatial Data Requirements Elicitation for Geo-Analytic Tasks

    Oct 8, 2026Amirhossein Vahdat, Thierry Badard, Luc LamontagneLLM EvaluationGeospatial Reasoning Benchmarks

  15. Agent4RE: A Self-Refining Multi-agent Framework for End-to-End Software Requirements Engineering and Benchmarking

    Oct 7, 2026Yongjian Tang, Linhan Li, Thomas RunklerRequirements EngineeringSoftware Engineering Agents

  16. Toward AI-Augmented Cooperative Engineering Workflows: Requirements and Architecture the European Rover Challenge

    Sep 25, 2026Ahmed R. Sadik, Frank Joublin, Mariusz Bujny +2Human-AI CollaborationRequirements Engineering

  17. Relationally Guided Use Case Modeling with LLMs

    Sep 16, 2026Guangyu Wang, Bangqi Li, Ji Wu +1Requirements Engineering

  18. MAIA: Multi-Agent Intent Articulation for Requirement Discovery in Art Commissions

    Sep 10, 2026Yu-Chao Wang, Yanhong Lu, Yingjie Victor Chen +1Requirements EngineeringHuman-in-the-Loop AI

  19. WiseSpec: Requirements-Driven Agents for Code Generation

    Sep 1, 2026Zhao TianRequirements EngineeringSoftware Engineering Agents

  20. Measuring What a Specification Determines: A Formal Semantic-Block Model and an Execution-Judged Benchmark

    Aug 19, 2026Oleg Grynets, Dmytro Kostetskyi, Vasyl LyashkevychSoftware Engineering BenchmarksRequirements Engineering

  21. A Unified Issue Resolution Benchmark for Requirement Clarification, Planning, and Code Generation for Coding Agents

    Aug 10, 2026Xin Zhou, Chun Yong Chong, Kisub Kim +11Requirements EngineeringAI Coding Agents

  22. IDRAAK: From Multi-Agent NLP to Few-Shot Prompting for Semantic Drift Detection in Technical Requirements

    Aug 9, 2026Shiva AhirRequirements EngineeringFew-Shot Prompting

  23. AI-assisted Script Management for Requirements Elicitation Interviews

    Aug 3, 2026Anmol Singhal, Paulo Carvalho, Travis BreauxRequirements EngineeringHuman-in-the-Loop AI

  24. Integrating AI into Requirements Quality Learning in Software Engineering Education: A TPACK-Guided Empirical Study

    Jul 30, 2026Hansika Ekanayake Mudiyanselage, Rohan Jai Dharmaraj, Malik Abdul Sami +1Requirements EngineeringComputer Science Education

  25. SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch

    Jul 29, 2026Yihao Chen, Shi Chang, Feng Lin +4Requirements EngineeringLLM Agent Orchestration

  26. From Dyad to Triad: Eliciting XAI Requirements in Stroke Rehabilitation

    Jul 28, 2026Param Rajpura, Yogesh Kumar MeenaRequirements EngineeringExplainable Artificial Intelligence

  27. How Well Can AI Generate Backlogs from App Mockups?

    Jul 24, 2026Andrea Lezcano Airaldi, Lourdes Romera, Walid MaalejRequirements EngineeringPrompt Engineering