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Papers
Probabilistic Soundness Guarantees in LLM Reasoning Chains
EMNLP 2025
Probing for Arithmetic Errors in Language Models
EMNLP 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges
ICCV 2025
Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing
EMNLP 2025
S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners
AAAI 2025
SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL
ACL 2025
Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing
ACL 2025
The Validation Gap: A Mechanistic Analysis of How Language Models Compute Arithmetic but Fail to Validate It
EMNLP 2025
Too Consistent to Detect: A Study of Self-Consistent Errors in LLMs
EMNLP 2025
Towards Automated Error Discovery: A Study in Conversational AI
EMNLP 2025
Training with Confidence: Catching Silent Errors in Deep Learning Training with Automated Proactive Checks
OSDI 2025
Two Step Automatic Post Editing of Patent Machine Translation based on Pre-trained Encoder Models and LLMs
IJCNLP 2025
VisualCoder: Guiding Large Language Models in Code Execution with Fine-grained Multimodal Chain-of-Thought Reasoning
NAACL 2025
Where Did That Come From? Sentence-Level Error-Tolerant Attribution
EMNLP 2025
AED: Adaptable Error Detection for Few-shot Imitation Policy
NeurIPS 2024
Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends
ACL 2024
Assessing the Efficacy of Grammar Error Correction: A Human Evaluation Approach in the Japanese Context
COLING 2024
AutoPSV: Automated Process-Supervised Verifier
NeurIPS 2024
Beyond Error Categories: A Contextual Approach of Evaluating Emerging Spell and Grammar Checkers
COLING 2024
Beyond the Norms: Detecting Prediction Errors in Regression Models
ICML 2024
Bi-DCSpell: A Bi-directional Detector-Corrector Interactive Framework for Chinese Spelling Check
EMNLP 2024
Cross-Constrained Progressive Inference for 3D Hand Pose Estimation with Dynamic Observer-Decision-Adjuster Networks
AAAI 2024
Donkii: Characterizing and Detecting Errors in Instruction-Tuning Datasets
EACL 2024
Error Detection in Egocentric Procedural Task Videos
CVPR 2024
GREEN: Generative Radiology Report Evaluation and Error Notation
EMNLP 2024