Skip to content

Author

Mingfu Liang

We have 3 of 12 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Learning Evidence Highlighting for Frozen LLMs

HiLight, an Evidence Emphasis framework that decouples evidence selection from reasoning for frozen LLM solvers, is introduced, an Evidence Emphasis framework that decouples evidence selection from reasoning for frozen LLM solvers.

Shao-Ang Li, Yanhang Shi, Yufei Li et al. · 0 citations
Book Open access Aug 2026

Generalizable Multi-Pass Training of Ads Recommendation Models with Foundation Model Guidance

High-capacity Click-Through Rate (CTR) models for ads recommendation often exhibit pronounced one-epoch overfitting: performance peaks after a single training pass (epoch) over the data, while additional epochs degrade generalization as the model memorizes noise in high-variance click labels. To address this challenge,...

Yunzhe Qi, Qinghai Zhou, Bo-Yang Liu et al. · 0 citations
Jul 2026

The Case Against Generation for Retrieval: Discriminative Language Models as Effective Retrievers

Large Language Models (LLMs) have emerged as powerful assets for recommender systems. However, deploying them as generative recommenders or zero-shot rankers at web-scale remains bottlenecked by prohibitive computational overhead and grounding challenges. In this paper, we revitalize the classic, highly efficient two-t...

Zhe Xu, Prachi Agrawal, Kavosh Asadi et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.