Cover Image

Ensembling LLM-Induced Decision Trees for Explainable and Robust Error Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Mengqi, Wang, Jianwei, Liu, Qing, Xu, Xiwei, Xing, Zhenchang, Zhu, Liming, Zhang, Wenjie
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LLM-based HSE Compliance Assessment: Benchmark, Performance, and Advancements
by: Wang, Jianwei, et al.
Published: (2025)

PrivGemo: Privacy-Preserving Dual-Tower Graph Retrieval for Empowering LLM Reasoning with Memory Augmentation
by: Tan, Xingyu, et al.
Published: (2026)

A Reference Architecture for Designing Foundation Model based Systems
by: Lu, Qinghua, et al.
Published: (2023)

A Taxonomy of Foundation Model based Systems through the Lens of Software Architecture
by: Lu, Qinghua, et al.
Published: (2023)

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2025)

MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2025)

A Layered Architecture for Developing and Enhancing Capabilities in Large Language Model-based Software Systems
by: Zhang, Dawen, et al.
Published: (2024)

PRoH: Dynamic Planning and Reasoning over Knowledge Hypergraphs for Retrieval-Augmented Generation
by: Zai, Xiangjun, et al.
Published: (2025)

Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2024)

From Exploration to Revelation: Detecting Dark Patterns in Mobile Apps
by: Chen, Jieshan, et al.
Published: (2024)

Right to be Forgotten in the Era of Large Language Models: Implications, Challenges, and Solutions
by: Zhang, Dawen, et al.
Published: (2023)

HyperJoin: LLM-augmented Hypergraph Link Prediction for Joinable Table Discovery
by: Liu, Shiyuan, et al.
Published: (2026)

Detecting Errors through Ensembling Prompts (DEEP): An End-to-End LLM Framework for Detecting Factual Errors
by: Chandler, Alex, et al.
Published: (2024)

Explainable Synthetic Image Detection through Diffusion Timestep Ensembling
by: Wu, Yixin, et al.
Published: (2025)

Unlocking Multi-Modal Potentials for Link Prediction on Dynamic Text-Attributed Graphs
by: Xu, Yuanyuan, et al.
Published: (2025)

DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents
by: Yang, Shiyi, et al.
Published: (2025)

GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking
by: Deshpande, Darshan, et al.
Published: (2024)

SAGE: Scalable Automated Robustness Augmentation for LLM Knowledge Evaluation
by: Li, Xiaoyuan, et al.
Published: (2026)

Deployability-Centric Infrastructure-as-Code Generation: Fail, Learn, Refine, and Succeed through LLM-Empowered DevOps Simulation
by: Zhang, Tianyi, et al.
Published: (2025)

Retrieval-Augmented Review Generation for Poisoning Recommender Systems
by: Yang, Shiyi, et al.
Published: (2025)

Evaluating LLMs at Detecting Errors in LLM Responses
by: Kamoi, Ryo, et al.
Published: (2024)

Robust or Suggestible? Exploring Non-Clinical Induction in LLM Drug-Safety Decisions
by: Liu, Siying, et al.
Published: (2025)

EnsemJudge: Enhancing Reliability in Chinese LLM-Generated Text Detection through Diverse Model Ensembles
by: Wang, Zhuoshang, et al.
Published: (2026)

SeeAction: Towards Reverse Engineering How-What-Where of HCI Actions from Screencasts for UI Automation
by: Zhao, Dehai, et al.
Published: (2025)

StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis
by: Li, Siyuan, et al.
Published: (2025)

Multi-Perspective Evidence Synthesis and Reasoning for Unsupervised Multimodal Entity Linking
by: Zhou, Mo, et al.
Published: (2026)

A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model
by: Zhou, Jingwen, et al.
Published: (2024)

EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction
by: Ye, Jingheng, et al.
Published: (2024)

Bridging the Gap between Different Vocabularies for LLM Ensemble
by: Xu, Yangyifan, et al.
Published: (2024)

On the Hidden Costs of Counterfactual Knowledge Training in LLM Unlearning
by: Ye, Xiaotian, et al.
Published: (2026)

ErrorLLM: Modeling SQL Errors for Text-to-SQL Refinement
by: Hong, Zijin, et al.
Published: (2026)

LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection
by: Wang, Yifeng, et al.
Published: (2024)

Knowledge-Augmented Large Language Model Agents for Explainable Financial Decision-Making
by: Zhang, Qingyuan, et al.
Published: (2025)

Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing
by: Zhang, Wenyuan, et al.
Published: (2024)

Open Problems and a Hypothetical Path Forward in LLM Knowledge Paradigms
by: Ye, Xiaotian, et al.
Published: (2025)

Towards Explainable Multimodal Depression Recognition for Clinical Interviews
by: Zheng, Wenjie, et al.
Published: (2025)

Prompt-Induced Linguistic Fingerprints for LLM-Generated Fake News Detection
by: Wang, Chi, et al.
Published: (2025)

Harnessing Consistency for Robust Test-Time LLM Ensemble
by: Zeng, Zhichen, et al.
Published: (2025)

Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
by: Bu, Tianpeng, et al.
Published: (2026)

LLM-Augmented Changepoint Detection: A Framework for Ensemble Detection and Automated Explanation
by: Lukassen, Fabian, et al.
Published: (2026)