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Mingzheng Li

2 accepted papers

2025

Alleviating Performance Degradation Caused by Out-of-Distribution Issues in Embedding-Based Retrieval

EMNLP 2025

In Embedding Based Retrieval (EBR), Approximate Nearest Neighbor (ANN) algorithms are widely adopted for efficient large-scale search. However, recent studies reveal a query out-of-distribution (OOD) issue, where query and base embeddings follow mismatched distributions, significantly degrading ANN

Cited by 0SourcePDFScholar
2021

Unsupervised Domain Adaptation Method with Semantic-Structural Alignment for Dependency Parsing

EMNLP 2021finding

Unsupervised cross-domain dependency parsing is to accomplish domain adaptation for dependency parsing without using labeled data in target domain. Existing methods are often of the pseudo-annotation type, which generates data through self-annotation of the base model and performing iterative traini…

Cited by 2SourcePDFScholar