{"total":56,"rows":[{"id":"2412.12472","title":"Knowledge Boundary of Large Language Models: A Survey","created":"2024-12-17","cited_by_count":40,"area":null},{"id":"2502.13069","title":"Ambig-SWE: Interactive Agents to Overcome Underspecificity in Software Engineering","created":"2025-02-18","cited_by_count":38,"area":"agents"},{"id":"2505.13360","title":"What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts","created":"2025-05-19","cited_by_count":32,"area":null},{"id":"2502.21239","title":"Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs","created":"2025-02-28","cited_by_count":20,"area":null},{"id":"2603.26233","title":"Ask or Assume? Uncertainty-Aware Clarification-Seeking in Coding Agents","created":"2026-03-27","cited_by_count":19,"area":"agents"},{"id":"2406.00380","title":"HonestLLM: Toward an Honest and Helpful Large Language Model","created":"2024-06-01","cited_by_count":18,"area":null},{"id":"2502.01523","title":"CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering","created":"2025-02-03","cited_by_count":15,"area":null},{"id":"2505.19504","title":"DOGe: Defensive Output Generation for LLM Protection Against Knowledge Distillation","created":"2025-05-26","cited_by_count":14,"area":"distill"},{"id":"2502.18448","title":"Disambiguate First, Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic Parsing","created":"2025-02-25","cited_by_count":13,"area":null},{"id":"2508.15276","title":"AmbiSQL: Interactive Ambiguity Detection and Resolution for Text-to-SQL","created":"2025-08-21","cited_by_count":11,"area":null},{"id":"2407.17125","title":"To Know or Not To Know? Analyzing Self-Consistency of Large Language Models under Ambiguity","created":"2024-07-24","cited_by_count":8,"area":"lr"},{"id":"2412.12527","title":"When to Speak, When to Abstain: Contrastive Decoding with Abstention","created":"2024-12-17","cited_by_count":8,"area":null},{"id":"2505.10872","title":"REI-Bench: Can Embodied Agents Understand Vague Human Instructions in Task Planning?","created":"2025-05-16","cited_by_count":7,"area":"agents"},{"id":"2602.23330","title":"Toward Expert Investment Teams:A Multi-Agent LLM System with Fine-Grained Trading Tasks","created":"2026-02-26","cited_by_count":7,"area":"agents"},{"id":"2411.17993","title":"DRS: Deep Question Reformulation With Structured Output","created":"2024-11-27","cited_by_count":6,"area":null},{"id":"2505.12543","title":"Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey","created":"2025-05-18","cited_by_count":6,"area":"agents"},{"id":"2509.13664","title":"Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs","created":"2025-09-17","cited_by_count":5,"area":null},{"id":"2512.04068","title":"Learning Steerable Clarification Policies with Collaborative Self-play","created":"2025-12-03","cited_by_count":5,"area":null},{"id":"2503.19537","title":"Agent-Initiated Interaction in Phone UI Automation","created":"2025-03-25","cited_by_count":4,"area":"agents"},{"id":"2601.16356","title":"The Behavioral Fabric of LLM-Powered GUI Agents: Human Values and Interaction Outcomes","created":"2026-01-22","cited_by_count":4,"area":"agents"},{"id":"2602.16162","title":"LLMs Exhibit Significantly Lower Uncertainty in Creative Writing Than Professional Writers","created":"2026-02-18","cited_by_count":4,"area":null},{"id":"2604.14624","title":"Asking What Matters: Reward-Driven Clarification for Software Engineering Tasks","created":"2026-04-16","cited_by_count":4,"area":null},{"id":"2510.13835","title":"ConDABench: Interactive Evaluation of Language Models for Data Analysis","created":"2025-10-10","cited_by_count":3,"area":null},{"id":"2602.00380","title":"Clause-Internal or Clause-External? Testing Turkish Reflexive Binding in Adapted versus Chain of Thought Large Language Models","created":"2026-01-30","cited_by_count":3,"area":"lr"},{"id":"2603.05801","title":"Ambiguity Collapse by LLMs: A Taxonomy of Epistemic Risks","created":"2026-03-06","cited_by_count":3,"area":null},{"id":"2605.30251","title":"Same Evidence, Different Answers: Canonical-Context On-Policy Distillation for Multi-Turn Language Models","created":"2026-05-28","cited_by_count":3,"area":"distill"},{"id":"2510.07958","title":"A$^2$Search: Ambiguity-Aware Question Answering with Reinforcement Learning","created":"2025-10-09","cited_by_count":2,"area":"lr"},{"id":"2512.11986","title":"Learning to Extract Context for Context-Aware LLM Inference","created":"2025-12-12","cited_by_count":2,"area":null},{"id":"2601.20014","title":"Teaching LLMs to Ask: Self-Querying Category-Theoretic Planning for Under-Specified Reasoning","created":"2026-01-27","cited_by_count":2,"area":"lr"},{"id":"2605.18630","title":"SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science","created":"2026-05-18","cited_by_count":2,"area":null},{"id":"2608.10430","title":"Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique","created":"2026-08-11","cited_by_count":2,"area":"agents"},{"id":"2508.16697","title":"QueryBandits for Hallucination Mitigation: Exploiting Semantic Features for No-Regret Rewriting","created":"2025-08-22","cited_by_count":1,"area":"lr"},{"id":"2509.14456","title":"Correct-Detect: Balancing Performance and Ambiguity Through the Lens of Coreference Resolution in LLMs","created":"2025-09-17","cited_by_count":1,"area":null},{"id":"2512.13478","title":"NRR-Core: Non-Resolution Reasoning as a Computational Framework for Contextual Identity and Ambiguity Preservation","created":"2025-12-15","cited_by_count":1,"area":null},{"id":"2602.13126","title":"Automating UI Optimization through Multi-Agentic Reasoning","created":"2026-02-13","cited_by_count":1,"area":"agents"},{"id":"2603.03970","title":"Generative AI for Managerial Decision-Making under Ambiguity and Sycophancy","created":"2026-03-04","cited_by_count":1,"area":null},{"id":"2605.25831","title":"Clarify, Abstain or Answer? Strategising in Conversation with Belief-Augmented Generation","created":"2026-05-25","cited_by_count":1,"area":null},{"id":"2504.16722","title":"PMG: Progressive Motion Generation via Sparse Anchor Postures Curriculum Learning","created":"2025-04-23","cited_by_count":0,"area":null},{"id":"2505.11679","title":"Ambiguity in LLMs is a concept missing problem","created":"2025-05-16","cited_by_count":0,"area":"agents"},{"id":"2506.16064","title":"Self-Critique-Guided Curiosity Refinement: Enhancing Honesty and Helpfulness in Large Language Models via In-Context Learning","created":"2025-06-19","cited_by_count":0,"area":null},{"id":"2507.03726","title":"Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models","created":"2025-07-04","cited_by_count":0,"area":"agents"},{"id":"2601.19933","title":"NRR-Phi: A Typed External Text-to-State Interface and Update Contract for Inspectable Ambiguity-State Maintenance","created":"2026-01-12","cited_by_count":0,"area":null},{"id":"2602.20300","title":"What Makes a Good Query? Measuring the Impact of Human-Confusing Linguistic Features on LLM Performance","created":"2026-02-23","cited_by_count":0,"area":null},{"id":"2603.01795","title":"PleaSQLarify: Visual Pragmatic Repair for Natural Language Database Querying","created":"2026-03-02","cited_by_count":0,"area":null},{"id":"2605.15635","title":"Evaluating Chinese Ambiguity Understanding in Large Language Models","created":"2026-05-15","cited_by_count":0,"area":null},{"id":"2606.05890","title":"Staying with the Uncertainty: Uncertainty-Scaffolding Strategies for Artificial Moral Advisors in LLM-to-LLM Simulated Conversations","created":"2026-06-04","cited_by_count":0,"area":null},{"id":"2606.23590","title":"TIPS: Topological Ill-Posedness Probing and Steering in Large Language Models","created":"2026-06-22","cited_by_count":0,"area":null},{"id":"2607.26611","title":"Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants","created":"2026-07-29","cited_by_count":0,"area":null},{"id":"2608.03177","title":"Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA","created":"2026-08-04","cited_by_count":0,"area":null},{"id":"2608.07614","title":"DevIntent: How Much Does LLM-Generated Code Violate Developer Intent?","created":"2026-08-07","cited_by_count":0,"area":null},{"id":"2608.19875","title":"A knowledge-guided agentic framework for mitigating patient-context ambiguity in health queries","created":"2026-08-20","cited_by_count":0,"area":"agents"},{"id":"2608.20349","title":"Beyond Prompt Engineering: A Systematic Analysis of Prompt Lexical Sensitivity and Its Impacts on Quality","created":"2026-06-16","cited_by_count":0,"area":null},{"id":"2609.02054","title":"A Tri-Agent Framework for Evaluating and Aligning Question Clarification Capabilities of Large Language Models","created":"2026-09-02","cited_by_count":0,"area":"agents"},{"id":"2609.33885","title":"Prospective Interpretation Risk: Principled Communication Control Between LLMs","created":"2026-09-27","cited_by_count":0,"area":"agents"},{"id":"2609.39572","title":"Compact Language, Complex Model Shifts: How and Where Ambiguity and Underspecification Affect LLMs","created":"2026-09-30","cited_by_count":0,"area":null},{"id":"2610.20052","title":"What Is a Clarification? Estimating Model-Dependent Input Ambiguity","created":"2026-10-14","cited_by_count":0,"area":null}],"next_cursor":null}