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Mengnan Qi

4 accepted papers

2025

Rethinking Multiple-Instance Learning From Feature Space to Probability Space

ICLR 2025poster

Multiple-instance learning (MIL) was initially proposed to identify key instances within a set (bag) of instances when only one bag-level label is provided. Current deep MIL models mostly solve multi-instance problem in feature space. Nevertheless, with the increasing complexity of data, we found th…

2023

Program Translation via Code Distillation

EMNLP 2023long main

Software version migration and program translation are an important and costly part of the lifecycle of large codebases. Traditional machine translation relies on parallel corpora for supervised translation, which is not feasible for program translation due to a dearth of aligned data. Recent unsupe…

Cited by 0SourceScholar
2023

SUT: Active Defects Probing for Transcompiler Models

EMNLP 2023short main

Automatic Program translation has enormous application value and hence has been attracting significant interest from AI researchers. However, we observe that current program translation models still make elementary syntax errors, particularly, when the target language does not have syntax elements i…

Cited by 0SourceScholar
2021

Improving Abstractive Dialogue Summarization with Hierarchical Pretraining and Topic Segment

EMNLP 2021finding

With the increasing abundance of meeting transcripts, meeting summary has attracted more and more attention from researchers. The unsupervised pre-training method based on transformer structure combined with fine-tuning of downstream tasks has achieved great success in the field of text summarizatio…

Cited by 22SourcePDFScholar