Cover Image

Learning Wisdom from Errors: Promoting LLM's Continual Relation Learning through Exploiting Error Cases

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yin, Shaozhe, Guo, Jinyu, Shuang, Kai, Liu, Xia, Ou, Ruize
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

Error-Aware Curriculum Learning for Biomedical Relation Classification
by: Chakraborty, Sinchani, et al.
Published: (2025)

Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning
by: Liang, Qiao, et al.
Published: (2026)

C-LLM: Learn to Check Chinese Spelling Errors Character by Character
by: Li, Kunting, et al.
Published: (2024)

Knowledge-Infused Legal Wisdom: Navigating LLM Consultation through the Lens of Diagnostics and Positive-Unlabeled Reinforcement Learning
by: Wu, Yang, et al.
Published: (2024)

ErrorLLM: Modeling SQL Errors for Text-to-SQL Refinement
by: Hong, Zijin, 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)

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

Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing
by: Xu, Kaishuai, et al.
Published: (2024)

Error as a Lens: Probing LLM Reasoning through Synthetic Misconception Generation
by: Yang, Xinming, et al.
Published: (2026)

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction
by: Li, Yilin, et al.
Published: (2025)

LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error
by: Wang, Boshi, et al.
Published: (2024)

LLMCL-GEC: Advancing Grammatical Error Correction with LLM-Driven Curriculum Learning
by: Fang, Tao, et al.
Published: (2024)

LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement
by: Ying, Jiahao, et al.
Published: (2024)

Quantifying the Impact of Translation Errors on Multilingual LLM Evaluation
by: Thellmann, Klaudia-Doris, et al.
Published: (2026)

Distinguishing Ignorance from Error in LLM Hallucinations
by: Simhi, Adi, et al.
Published: (2024)

Ensembling LLM-Induced Decision Trees for Explainable and Robust Error Detection
by: Wang, Mengqi, et al.
Published: (2025)

Enhancing LLM-Based Data Annotation with Error Decomposition
by: Xu, Zhen, et al.
Published: (2026)

Error-Robust Retrieval for Chinese Spelling Check
by: Yin, Xunjian, et al.
Published: (2022)

Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents
by: Song, Yifan, et al.
Published: (2024)

Temporal Consistency for LLM Reasoning Process Error Identification
by: Guo, Jiacheng, et al.
Published: (2025)

Teaching People LLM's Errors and Getting it Right
by: Stringham, Nathan, et al.
Published: (2025)

Context-Aware SQL Error Correction Using Few-Shot Learning -- A Novel Approach Based on NLQ, Error, and SQL Similarity
by: Jain, Divyansh, et al.
Published: (2024)

Reinforcement World Model Learning for LLM-based Agents
by: Yu, Xiao, et al.
Published: (2026)

Enhancing Long-Chain Reasoning Distillation through Error-Aware Self-Reflection
by: Wu, Zhuoyang, et al.
Published: (2025)

Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists
by: Cui, Yue, et al.
Published: (2025)

Rule-Based Error Classification for Analyzing Differences in Frequent Errors
by: Shirafuji, Atsushi, et al.
Published: (2023)

Learning to Diagnose and Correct Errors: Towards Moral Sensitivity Acquisition in Large Language Models
by: Chen, Bocheng, et al.
Published: (2026)

Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning
by: Tong, Yongqi, et al.
Published: (2024)

Understanding and Mitigating Errors of LLM-Generated RTL Code
by: Zhang, Jiazheng, et al.
Published: (2025)

Is In-Context Learning a Type of Error-Driven Learning? Evidence from the Inverse Frequency Effect in Structural Priming
by: Zhou, Zhenghao, et al.
Published: (2024)

CL$^2$GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction
by: Qin, Shang, et al.
Published: (2025)

EVADE: LLM-Based Explanation Generation and Validation for Error Detection in NLI
by: Zuo, Longfei, et al.
Published: (2025)

LLM-based Code-Switched Text Generation for Grammatical Error Correction
by: Potter, Tom, et al.
Published: (2024)

xTower: A Multilingual LLM for Explaining and Correcting Translation Errors
by: Treviso, Marcos, et al.
Published: (2024)

Hidden Measurement Error in LLM Pipelines Distorts Annotation, Evaluation, and Benchmarking
by: Messing, Solomon
Published: (2026)

The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason
by: Lv, Ang, 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)

Correct Like Humans: Progressive Learning Framework for Chinese Text Error Correction
by: Li, Yinghui, et al.
Published: (2023)

Translation Errors Significantly Impact Low-Resource Languages in Cross-Lingual Learning
by: Agrawal, Ashish Sunil, et al.
Published: (2024)

Variability Need Not Imply Error: The Case of Adequate but Semantically Distinct Responses
by: Ilia, Evgenia, et al.
Published: (2024)