Zhiqiang Liu
Zhiqiang Liu has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining, Question answering, Reasoning; often with Huajun Chen, Wen Zhang, Lei Liang.
OpenAlex · ORCID · h-index 5 · 17 works · 129 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 12 times in our library · ⭐ Paper Stars ranking: #9279
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 works
🧭 Topics 4Research subjects and languages the work is about.Knowledge graphs & ontologies · 1 workQuestion answering · 1 workLanguage models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
Papers
- RTQA : Recursive Thinking for Complex Temporal Knowledge Graph Question Answering with Large Language Models (2025 · 9 citations)
Questions over temporal knowledge graphs (TKGs) often combine several time conditions, such as an implicit anchor event plus an ordering requirement like "last." Existing TKGQA systems, including LLM-based ones, tend to hallucinate on such questions. - Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning (2026 · 4 citations)
Temp-R1 addresses question answering over temporal knowledge graphs (TKGQA), where facts are timestamped quadruples and questions often combine multi-hop links with time constraints. - Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching (2025 · 4 citations)
LLMs that answer questions over knowledge graphs (KGQA) still hallucinate or make factual mistakes. The authors trace this to a semantic gap between query and graph. A question has a narrow goal and a short logical path, while the KG holds many unrelated facts about the topic entity (focus mismatch). The KG also…
Co-authors here
- Huajun Chen ×3
- Wen Zhang ×3
- Lei Liang ×2
- Songze Li ×2
- Zhaoyan Gong ×2
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP) ×2: EMNLP 2025 ×2
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
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