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cs.CL2025
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models
YiQiu Guo, Yuchen Yang, Zhe Chen +5
The reliability of large language models remains a critical challenge, particularly due to their susceptibility to hallucinations and factual inaccuracies during text generation. E…
cs.CL2024
DictLLM: Harnessing Key-Value Data Structures with Large Language Models for Enhanced Medical Diagnostics
YiQiu Guo, Yuchen Yang, Ya Zhang +2
Structured data offers a sophisticated mechanism for the organization of information. Existing methodologies for the text-serialization of structured data in the context of large l…
cs.CL2023★ 2 cited
Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning
Yuchen Yang, Houqiang Li, Yanfeng Wang +1
In recent years, large-scale language models (LLMs) have gained attention for their impressive text generation capabilities. However, these models often face the challenge of "hall…