Yijun Tian
Yijun Tian has 3 papers in our library, in 2024, most of them on Language models & pretraining, Question answering, Information retrieval & search; often with Meng Jiang, Zhaoxuan Tan, Zheyuan Liu.
OpenAlex · ORCID · Wikidata · h-index 14 · 39 works · 505 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 232 times in our library · ⭐ Paper Stars ranking: #3803
Affiliations
Concepts, shelves and topics
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 3 worksArts and Humanities · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 workInformation Systems · 1 work
🧭 Topics 4Research subjects and languages the work is about.Language models & pretraining · 2 worksInformation retrieval & search · 1 workQuestion answering · 1 workBias, fairness & safety · 1 work
Works by year
2020s
Papers
- G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering (2024 · 234 citations)
This work targets question answering over real-world graphs whose nodes and edges carry text. Earlier LLM–GNN combinations mostly handled standard classification or toy queries on small synthetic graphs. The authors assemble a GraphQA benchmark from three sources: ExplaGraphs (commonsense reasoning), SceneGraphs… - Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning (2024 · 83 citations)
Most current approaches to personalizing large language models work by putting user information into the prompt. - Towards Safer Large Language Models through Machine Unlearning (2024 · 71 citations)
Large language models can still give dangerous answers to harmful prompts. Earlier unlearning methods based on gradient ascent suppress such answers but tend to damage replies to ordinary requests. The authors propose Selective Knowledge negation Unlearning (SKU), a two-stage framework that removes harmful knowledge…
Co-authors here
- Meng Jiang ×2
- Zhaoxuan Tan ×2
- Zheyuan Liu ×2
- Bing Yin
- Bryan Hooi
- Nitesh V. Chawla
- Qingkai Zeng
- Xavier Bresson
- Yann LeCun
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2024
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2024
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2024
Cited by
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