most citedToward Purpose-oriented Topic Model Evaluation enabled by Large Language Models

8 citations · 10 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2026

Beyond Catalogue Counts: the Dataset Visibility Asymmetry in Low-Resource Multilingual NLP

Zhiyin Tan, Changxu Duan

Multilingual NLP often relies on dataset counts from centralized catalogues to characterize which languages are resource-rich or resource-poor. However, these catalogues record onl…

cs.CL2026★ 1 cited

Diagnosing Structural Failures in LLM-Based Evidence Extraction for Meta-Analysis

Zhiyin Tan, Jennifer D'Souza

Systematic reviews and meta-analyses rely on converting narrative articles into structured, numerically grounded study records. Despite rapid advances in large language models (LLM…

cs.DL2026

Semantically Orthogonal Framework for Citation Classification: Disentangling Intent and Content

Changxu Duan, Zhiyin Tan

Understanding the role of citations is essential for research assessment and citation-aware digital libraries. However, existing citation classification frameworks often conflate c…

cs.DL2026

Multi-Disciplinary Dataset Discovery from Citation-Verified Literature Contexts

Zhiyin Tan, Changxu Duan

Identifying suitable datasets for a research question remains challenging because existing dataset search engines rely heavily on metadata quality and keyword overlap, which often…

cs.CL2025★ 8 cited

Toward Purpose-oriented Topic Model Evaluation enabled by Large Language Models

Zhiyin Tan, Jennifer D'Souza

This study presents a framework for automated evaluation of dynamically evolving topic models using Large Language Models (LLMs). Topic modeling is essential for organizing and ret…

cs.CL2025★ 1 cited

Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation

Zhiyin Tan, Jennifer D'Souza

This study presents a framework for automated evaluation of dynamically evolving topic taxonomies in scientific literature using Large Language Models (LLMs). In digital library sy…