Cover Image

Agentified Assessment of Logical Reasoning Agents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ni, Zhiyu, Xiao, Yifeng, Liang, Zheng
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Agentifying Agentic AI
by: Dignum, Virginia, et al.
Published: (2025)

Draft-and-Prune: Improving the Reliability of Auto-formalization for Logical Reasoning
by: Ni, Zhiyu, et al.
Published: (2026)

Agentifying Patient Dynamics within LLMs through Interacting with Clinical World Model
by: Wu, Minghao, et al.
Published: (2026)

MoralReason: Generalizable Moral Decision Alignment For LLM Agents Using Reasoning-Level Reinforcement Learning
by: An, Zhiyu, et al.
Published: (2025)

Logical Reasoning with Relation Network for Inductive Knowledge Graph Completion
by: Zhang, Qinggang, et al.
Published: (2024)

Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding
by: Li, Yanda, et al.
Published: (2024)

Human-Inspired Neuro-Symbolic World Modeling and Logic Reasoning for Interpretable Safe UAV Landing Site Assessment
by: Qian, Weixian, et al.
Published: (2025)

SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment
by: Jiang, Sihang, et al.
Published: (2026)

HardcoreLogic: Challenging Large Reasoning Models with Long-tail Logic Puzzle Games
by: Liang, Jingcong, et al.
Published: (2025)

Logical Reasoning over Natural Language as Knowledge Representation: A Survey
by: Yang, Zonglin, et al.
Published: (2023)

FloCA: Towards Faithful and Logically Consistent Flowchart Reasoning
by: Zou, Jinzi, et al.
Published: (2026)

MindPower: Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents
by: Zhang, Ruoxuan, et al.
Published: (2025)

Towards Unifying Perceptual Reasoning and Logical Reasoning
by: Kido, Hiroyuki
Published: (2022)

MultiMind: Enhancing Werewolf Agents with Multimodal Reasoning and Theory of Mind
by: Zhang, Zheng, et al.
Published: (2025)

Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs
by: Gao, Yisen, et al.
Published: (2025)

Evaluating the Logical Reasoning Abilities of Large Reasoning Models
by: Liu, Hanmeng, et al.
Published: (2025)

TRUST Agents: A Collaborative Multi-Agent Framework for Fake News Detection, Explainable Verification, and Logic-Aware Claim Reasoning
by: Venkata, Gautama Shastry Bulusu, et al.
Published: (2026)

Reward Bound for Behavioral Guarantee of Model-based Planning Agents
by: An, Zhiyu, et al.
Published: (2024)

From Implicit to Explicit: Token-Efficient Logical Supervision for Mathematical Reasoning in LLMs
by: Wang, Shaojie, et al.
Published: (2026)

LogicLens: Visual-Logical Co-Reasoning for Text-Centric Forgery Analysis
by: Zeng, Fanwei, et al.
Published: (2025)

Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
by: Zhang, Xinglang, et al.
Published: (2026)

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills
by: Liang, Qiliang, et al.
Published: (2026)

MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models
by: Ma, Siqi, et al.
Published: (2025)

Understanding Inter-Session Intentions via Complex Logical Reasoning
by: Bai, Jiaxin, et al.
Published: (2023)

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models
by: Chen, Yibin, et al.
Published: (2024)

Logics-STEM: Empowering LLM Reasoning via Failure-Driven Post-Training and Document Knowledge Enhancement
by: Xu, Mingyu, et al.
Published: (2026)

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond
by: Liu, Junteng, et al.
Published: (2025)

ChatLogic: Integrating Logic Programming with Large Language Models for Multi-Step Reasoning
by: Wang, Zhongsheng, et al.
Published: (2024)

Instantiation-based Formalization of Logical Reasoning Tasks using Language Models and Logical Solvers
by: Raza, Mohammad, et al.
Published: (2025)

MultiZebraLogic: A Multilingual Logical Reasoning Benchmark
by: Bruun, Sofie Helene, et al.
Published: (2025)

Logic Agent: Enhancing Validity with Logic Rule Invocation
by: Liu, Hanmeng, et al.
Published: (2024)

DeltaLogic: Minimal Premise Edits Reveal Belief-Revision Failures in Logical Reasoning Models
by: Dhanda, Amit
Published: (2026)

LogicGraph : Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification
by: Wu, Yanrui, et al.
Published: (2026)

From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models
by: He, Kaiyu, et al.
Published: (2025)

Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning
by: Hu, Yuyang, et al.
Published: (2026)

Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
by: Es-sebbani, Naïm, et al.
Published: (2026)

ActivationReasoning: Logical Reasoning in Latent Activation Spaces
by: Helff, Lukas, et al.
Published: (2025)

LGMT: Logic-Grounded Metamorphic Testing for Evaluating the Reasoning Reliability of LLMs
by: Zhou, Zenghui, et al.
Published: (2026)

AlignKT: Explicitly Modeling Knowledge State for Knowledge Tracing with Ideal State Alignment
by: Xiao, Jing, et al.
Published: (2025)

Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment
by: Li, Cheryl, et al.
Published: (2025)