QZ

Qing Zong

cs.AIcs.CLcs.LGcs.SEcs.CV

On Valency

published · living versions

W_s3knahgg·v1 · currentpublished

AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments

with Rui Wang, Zishen Lai, Jiayu Liu, Cheng Qian +13

1 version

Preprints & journals

22 papers in the corpus · 2023–2026

AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments2610.25950v1 · Rui Wang, Zishen Lai, Jiayu Liu et al.2026 · 0 citationsarXivon Valency

SkillHorizon: Constructing Long-Horizon Agent Tasks through Skill Composition2610.14966v1 · Yuxuan Liu, Zhaochen Su, Hangyu Guo et al.2026 · 0 citationsarXiv

Safe, Persistent, and Evolving Agent Harness for Understanding Partially Observable Worlds2610.11552v1 · Yisen Gao, Yue Guo, Qing Zong et al.2026 · 0 citationsarXiv

SkillScriptBench: Benchmarking Self-Evolution of Executable Agent Skill Packages Beyond Markdown2610.04008v2 · Yuxuan Liu, Haoran Li, Yuhao Zhang et al.2026 · 0 citationsarXiv

Finding the Right Evidence: Factor-Guided Coarse-to-Fine Reasoning for Long Videos2608.26355v1 · Baixuan Xu, Yinyui Xu, Tianshi Zheng et al.2026 · 0 citationsarXiv

Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design2608.10299v1 · Qing Zong, Jiayu Liu, Junhao Shen et al.2026 · 0 citationsarXiv

Rethinking Self-Evolving Agent Skills: Feedback Dynamics over Multiple Rounds2608.02636v1 · Yuxuan Liu, Zhaochen Su, Yuhao Zhang et al.2026 · 0 citationsarXiv

MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning2607.26465v2 · Kawai Chung, Chunkit Chan, Yauwai Yim et al.2026 · 0 citationsarXiv

EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World2607.17250v1 · Qing Zong, Yue Guo, Mengxin Yang et al.2026 · 0 citationsarXiv

AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints2606.05622v2 · Jiayu Liu, Cheng Qian, Zhenhailong Wang et al.2026 · 0 citationsarXiv

SkillRevise: Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision2606.01139v4 · Yuxuan Liu, Zhaochen Su, Lingyun Xie et al.2026 · 0 citationsarXiv

NOVA: NOise-aware Verbal Confidence CAlibration for Robust Large Language Models in RAG Systems2601.11004v4 · Jiayu Liu, Rui Wang, Qing Zong et al.2026 · 0 citationsarXiv

CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents2511.02734v3 · Jiayu Liu, Cheng Qian, Zhaochen Su et al.2025 · 1 citationarXiv

CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?2510.24505v1 · Qing Zong, Jiayu Liu, Tianshi Zheng et al.2025 · 0 citationsarXiv

DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay2510.10117v1 · Yunxiang Mo, Tianshi Zheng, Qing Zong et al.2025 · 0 citationsarXiv

Rethinking Prospect Theory for LLMs: Revealing the Instability of Decision-Making under Epistemic Uncertainty2508.08992v5 · Rui Wang, Qihan Lin, Jiayu Liu et al.2025 · 0 citationsarXiv

SessionIntentBench: A Multi-task Inter-session Intention-shift Modeling Benchmark for E-commerce Customer Behavior Understanding2507.20185v2 · Yuqi Yang, Weiqi Wang, Baixuan Xu et al.2025 · 0 citationsarXiv

Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models' Uncertainty?2505.24778v3 · Jiayu Liu, Qing Zong, Weiqi Wang et al.2025 · 1 citationarXiv

AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora2505.23628v3 · Jiaxin Bai, Wei Fan, Qi Hu et al.2025 · 6 citationsarXiv

ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty2412.20251v2 · Qing Zong, Zhaowei Wang, Tianshi Zheng et al.2024 · 1 citationarXiv

KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining2407.19740v1 · Zihao Zheng, Zhaowei Wang, Qing Zong et al.2024 · 0 citationsarXiv

TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining2310.05210v1 · Qing Zong, Zhaowei Wang, Baixuan Xu et al.2023 · 2 citationsarXiv

Career total: 32 works. 22 are in this corpus.

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