MuZhen Cai — accepted AI-conference papers

2024

Manifold-Based Verbalizer Space Re-embedding for Tuning-Free Prompt-Based Classification

Haochun Wang, Sendong Zhao, Chi Liu, Nuwa Xi, MuZhen Cai, Bing Qin +1

AAAI 2024technical

Prompt-based classification adapts tasks to a cloze question format utilizing the [MASK] token and the filled tokens are then mapped to labels through pre-defined verbalizers. Recent studies have explored the use of verbalizer embeddings to reduce labor in this process. However, all existing studies…

Cited by 2 Source ↗PDF ↗code ↗Scholar ↗

2023

Make Your Decision Convincing! A Unified Two-Stage Framework: Self-Attribution and Decision-Making

Yanrui Du, Sendong Zhao, Haochun Wang, Yuhan Chen, rui bai, Zewen Qiang +2

EMNLP 2023long findings

Explaining black-box model behavior with natural language has achieved impressive results in various NLP tasks. Recent research has explored the utilization of subsequences from the input text as a rationale, providing users with evidence to support the model decision. Although existing frameworks e…

Cited by 0 Source ↗Scholar ↗