← Search

Wentao Deng

5 accepted papers

2025

Belief-Calibrated Multi-Agent Consensus Seeking for Complex NLP Tasks

NeurIPS 2025poster

A multi-agent system (MAS) enhances its capacity to solve complex natural language processing (NLP) tasks through collaboration among multiple agents, where consensus-seeking serves as a fundamental mechanism. However, existing consensus-seeking approaches typically rely on voting mechanisms to judg…

Cited by 0SourcecodeScholar
2025

Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment

EMNLP 2025

Large language models (LLMs) have advanced virtual educators and learners, bridging NLP with AI4Education. Existing work often lacks scalability and fails to leverage diverse, large-scale course content, with limited frameworks for assessing pedagogic quality. To this end, we propose WikiHowAgent, a

2023

CoMave: Contrastive Pre-training with Multi-scale Masking for Attribute Value Extraction

ACL 2023findings

Attribute Value Extraction (AVE) aims to automatically obtain attribute value pairs from product descriptions to aid e-commerce. Despite the progressive performance of existing approaches in e-commerce platforms, they still suffer from two challenges: 1) difficulty in identifying values at different…

2023

Syllogistic Reasoning for Legal Judgment Analysis

EMNLP 2023long main

Legal judgment assistants are developing fast due to impressive progress of large language models (LLMs). However, people can hardly trust the results generated by a model without reliable analysis of legal judgement. For legal practitioners, it is common practice to utilize syllogistic reasoning to…

Cited by 0SourceScholar
2022

Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement

ACL 2022long

A dialogue response is malevolent if it is grounded in negative emotions, inappropriate behavior, or an unethical value basis in terms of content and dialogue acts. The detection of malevolent dialogue responses is attracting growing interest. Current research on detecting dialogue malevolence has l…

Cited by 11SourcePDFScholar