Haotong Wang

2 accepted papers

2025

AnaScore: Understanding Semantic Parallelism in Proportional Analogies

NAACL 2025long

Formulaic criteria for proportional analogies, which capture relational mappings between two ratios of terms, are mainly confined to the formal level. As analogy datasets grow more complex, especially in evaluating the cognitive abilities of Large Language Models (LLMs), assessing parallelism in the…

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2024

Continued Pre-training on Sentence Analogies for Translation with Small Data

Liyan Wang, Haotong Wang, Yves Lepage

COLING 2024main

This paper introduces Continued Pre-training on Analogies (CPoA) to incorporate pre-trained language models with analogical abilities, aiming at improving performance in low-resource translations without data augmentation. We continue training the models on sentence analogies retrieved from a transl…

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