1 citations · 1 across the 5 of their papers we have counts for
5 papers
Evaluate Confidence Instead of Perplexity for Zero-shot Commonsense Reasoning
Letian Peng, Zuchao Li, Hai Zhao
Commonsense reasoning is an appealing topic in natural language processing (NLP) as it plays a fundamental role in supporting the human-like actions of NLP systems. With large-scal…
Solution of DeBERTaV3 on CommonsenseQA
Letian Peng, Zuchao Li, Hai Zhao
We report the performance of DeBERTaV3 on CommonsenseQA in this report. We simply formalize the answer selection as a text classification for DeBERTaV3. The strong natural language…
Semantics-Preserved Distortion for Personal Privacy Protection in Information Management
Jiajia Li, Lu Yang, Letian Peng +4
In recent years, machine learning - particularly deep learning - has significantly impacted the field of information management. While several strategies have been proposed to rest…
Unsupervised Full Constituency Parsing with Neighboring Distribution Divergence
Letian Peng, Zuchao Li, Hai Zhao
Unsupervised constituency parsing has been explored much but is still far from being solved. Conventional unsupervised constituency parser is only able to capture the unlabeled str…
Contextualized Semantic Distance between Highly Overlapped Texts
Letian Peng, Zuchao Li, Hai Zhao
Overlapping frequently occurs in paired texts in natural language processing tasks like text editing and semantic similarity evaluation. Better evaluation of the semantic distance…