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Papers
A Metacognitive Architecture for Correcting LLM Errors in AI Agents
AAAI 2026
AP2O-Coder: Adaptively Progressive Preference Optimization for Reducing Compilation and Runtime Errors in LLM-Generated Code
AAAI 2026
ARGH-Mark: Anchor-Synchronized Watermarking with Hamming Correction for Robust and Quality-Preserving LLM Attribution
AAAI 2026
Client-level Active Error Correction in Distributed Learning
AAAI 2026
CorrectNav: Self-Correction Flywheel Empowers Vision-Language-Action Navigation Model
AAAI 2026
FineRef: Fine-Grained Error Reflection and Correction for Long-Form Generation with Citations
AAAI 2026
Improving Retrieval-Augmented Generation without Taxonomy-based Error Categorization
ACL 2026
iSeal: Encrypted Fingerprinting for Reliable LLM Ownership Verification
AAAI 2026
Learning Structurally Stabilized Representations for Lossless DNA Storage
AAAI 2026
MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement
ACL 2026
Minimal Free Resolution Guided Adaptive Tree Reasoning
ACL 2026
Nahw: A Comprehensive Benchmark of Arabic Grammar Understanding, Error Detection, Correction, and Explanation
EACL 2026
ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
CVPR 2026
Using Constraint Solvers to Construct Binary Codes with Good Error Correction Performance
AAAI 2026
AILS-NTUA at SemEval-2025 Task 8: Language-to-Code prompting and Error Fixing for Tabular Question Answering
SemEval 2025
An approach to measuring the performance of Automatic Speech Recognition(ASR) models in the context of Large Language Model(LLM) powered applications
Interspeech 2025
AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification
EMNLP 2025
ASR-EC Benchmark: Evaluating Large Language Models on Chinese ASR Error Correction
EMNLP 2025
Better Pseudo-labeling with Multi-ASR Fusion and Error Correction by SpeechLLM
Interspeech 2025
Bit-Flip Error Resilience in LLMs: A Comprehensive Analysis and Defense Framework
EMNLP 2025
Can Large Vision-Language Models Correct Semantic Grounding Errors By Themselves?
CVPR 2025
Can LLMs Learn from Their Mistakes? Self-Correcting Instruction Tuning for Named Entity Recognition
IJCNLP 2025
Can Vision-Language Models Evaluate Handwritten Math?
ACL 2025
DecDEC: A Systems Approach to Advancing Low-Bit LLM Quantization
OSDI 2025
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models
EMNLP 2025