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Papers
Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract)
IJCAI 2025
Error Reflection Prompting: Can Large Language Models Successfully Understand Errors?
NAACL 2025
Evaluating Open-Source ASR Systems: Performance Across Diverse Audio Conditions and Error Correction Methods
COLING 2025
Extracting the Essence and Discarding the Dross: Enhancing Code Generation with Contrastive Execution Feedback
COLING 2025
From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs
EMNLP 2025
GenSim: A General Social Simulation Platform with Large Language Model based Agents
NAACL 2025
HiLearners: Non-Native Spoken Hindi Error Correction
IJCNLP 2025
Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG
EMNLP 2025
Large Language Models based ASR Error Correction for Child Conversations
Interspeech 2025
LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition
EMNLP 2025
Localizing and Mitigating Errors in Long-form Question Answering
ACL 2025
MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning
IJCAI 2025
MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models
ACL 2025
MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Correction
EMNLP 2025
NALA_MAINZ at BLP-2025 Task 2: A Multi-agent Approach for Bengali Instruction to Python Code Generation
AACL 2025
NeKo: Cross-Modality Post-Recognition Error Correction with Tasks-Guided Mixture-of-Experts Language Model
ACL 2025
No Need for Explanations: LLMs can implicitly learn from mistakes in-context
EMNLP 2025
Optimizing Quantized Diffusion Models via Distillation with Cross-Timestep Error Correction
AAAI 2025
Phonetically-Augmented Discriminative Rescoring for Voice Search Error Correction
Interspeech 2025
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems
ICLR 2025
Pinyin-Guided Chinese Speech Recognition with Large Language Model
Interspeech 2025
Provably Secure Image Robust Steganography via Cross-modal Error Correction
AAAI 2025
Quality-Informed Segment-Level Error Correction Using Natural Language Explanations from xTower and Large Language Models
EMNLP 2025
RAG-Critic: Leveraging Automated Critic-Guided Agentic Workflow for Retrieval Augmented Generation
ACL 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA
EMNLP 2025