Papers with lexical and semantic alignment
UniBridge: A Unified Approach to Cross-Lingual Transfer Learning for Low-Resource Languages (2024.acl-long)
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| Challenge: | Existing pre-trained language models are weak in addressing cross-lingual transfer tasks. |
| Approach: | They propose a method for initializing embeddings and choosing the right vocabulary size for cross-lingual systems. |
| Outcome: | The proposed method improves the F1-Score in several languages . |
MemeMQA: Multimodal Question Answering for Memes via Rationale-Based Inferencing (2024.findings-acl)
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| Challenge: | Recent studies have focused on harms of memes in closed environments, such as hate speech and cyber-bullying. |
| Approach: | They propose a multimodal question-answering framework that solicits accurate responses to structured questions while providing coherent explanations. |
| Outcome: | The proposed framework outperforms existing frameworks in predicting answer prediction accuracy and text generation lead over a baseline. |