GUIDE: Generative Unsupervised Chinese Query Correction via Phonetic and Visual Shared-ID Encoding

arXiv:2608.25343 · cs.CL · Submitted 2026-08-26 · Read on arXiv

cs.CL

Submitted: 2026-08-26

Updated: 2026-08-30

Code: https://github.com/PLACEHOLDER/KwaiSearch

Terminology

• Clustering — 35× in this paper · explained in 2 episodes
• Transformer — 8× in this paper · explained in 2 episodes
• Chinese Spelling Correction — 7× in this paper
• Benchmark — 5× in this paper · explained in 2 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Abstraction — 2× in this paper · explained in 1 episode
• Core — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Decode — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Hybrid Approach — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Generating Query Recommendations via LLMs
• An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
• On the (In)Effectiveness of Large Language Models for Chinese Text Correction
• Qwen3 Technical Report
• Trigger$^3$: Refining Query Correction via Adaptive Model Selector

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