3 papers
cs.CL2026
On Temperature-Constrained Non-Deterministic Machine Translation: Potential and Evaluation
Weichuan Wang, Mingyang Liu, Linqi Song +1
In recent years, the non-deterministic properties of language models have garnered considerable attention and have shown a significant influence on real-world applications. However…
cs.AI2026
Memo-SQL: Structured Decomposition and Experience-Driven Self-Correction for Training-Free NL2SQL
Zerui Yang, Weichuan Wang, Yanwei Xu +4
Existing NL2SQL systems face two critical limitations: (1) they rely on in-context learning with only correct examples, overlooking the rich signal in historical error-fix pairs th…
cs.CL2024
Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing
Weichuan Wang, Zhaoyi Li, Defu Lian +3
Large Language Models (LLMs) have recently revolutionized the NLP field, while they still fall short in some specific down-stream tasks. In the work, we focus on utilizing LLMs to…