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Xumeng Liu

3 accepted papers

2025

Zero-shot Document Retrieval with Hybrid Pseudo-document Retriever

ICASSP 2025accepted

The zero-shot retrieval task aims to retrieve the most relevant documents to a user’s query without relevance labels. Current approaches expand input queries by generating pseudo-documents with large language models (LLMs) and perform document retrieval based on the expanded queries. However, their…

Cited by 0SourceScholar
2024

Look before You Leap: Dual Logical Verification for Knowledge-based Visual Question Generation

COLING 2024main

Knowledge-based Visual Question Generation aims to generate visual questions with outside knowledge other than the image. Existing approaches are answer-aware, which incorporate answers into the question-generation process. However, these methods just focus on leveraging the semantics of inputs to p…

2023

AoM: Detecting Aspect-oriented Information for Multimodal Aspect-Based Sentiment Analysis

ACL 2023findings

Multimodal aspect-based sentiment analysis (MABSA) aims to extract aspects from text-image pairs and recognize their sentiments. Existing methods make great efforts to align the whole image to corresponding aspects. However, different regions of the image may relate to different aspects in the same…