Siliang Xu
Siliang Xu has 2 papers in our library, in 2024–2025, most of them on Language models & pretraining, Reasoning, Information retrieval & search; often with Cheng Niu, Haiyang Yu, Han Wang.
OpenAlex · h-index 3 · 7 works · 113 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 116 times in our library · ⭐ Paper Stars ranking: #6278
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 1 workComputer Vision and Pattern Recognition · 1 work
🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 2 worksInformation retrieval & search · 1 workReasoning · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Retrieval-augmented generation · 1 work
Works by year
2020s
Papers
- RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models (2024 · 207 citations)
Retrieval-augmented generation (RAG) is meant to keep large language models anchored to supplied sources, yet models still produce claims that the retrieved material does not support or that contradict it. - Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning (2025 · 11 citations)
Reasoning-tuned LLMs and MLLMs tend to produce long chain-of-thought output for every query. This costs many tokens and can even hurt accuracy on easy, fact-based questions. A pilot with Qwen2.5-0.5B on text-rich VQA and KIE data showed that direct answers were both more accurate and far cheaper than reasoning-based…
Co-authors here
- Cheng Niu
- Haiyang Yu
- Han Wang
- Hao Feng
- Jinghui Lu
- Jingqun Tang
- Juno Zhu
- Juntong Song
- KaShun Shum
- Tong Zhang
- Yuanhao Wu
Venues
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