Jiaxin Zhang
Jiaxin Zhang has 3 papers in our library, in 2023–2026, most of them on Language models & pretraining, Evaluation & benchmarks, Reasoning; often with Bradley A. Malin, Zhuohang Li, Caiming Xiong.
OpenAlex · ORCID · h-index 27 · 137 works · 3,582 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 171 times in our library · ⭐ Paper Stars ranking: #5744
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 workEvaluation & benchmarks · 1 work
Works by year
2020s
Papers
- From System 1 to System 2: A Survey of Reasoning Large Language Models (2025 · 165 citations)
Conventional LLMs respond quickly and intuitively, much like the fast "System 1" of dual-process cognitive theory, but they often fail on problems that require careful multi-step analysis. - SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency (2023 · 28 citations)
Black-box LMs such as ChatGPT expose no token log-probabilities, so hallucination detectors often depend on sampling and self-consistency: if repeated answers agree, the output is assumed factual. - From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models (2026 · 1 citation)
Most uncertainty quantification (UQ) work on LLMs scores an output only after it has been generated. This survey argues that such retrospective scoring does not fit multi-step reasoning, agents or alignment loops. It traces a shift in which uncertainty becomes a live control input that changes what the model does…
Co-authors here
- Bradley A. Malin ×2
- Zhuohang Li ×2
- Caiming Xiong
- Chien-Sheng Wu
- Duzhen Zhang
- Fei Yin
- Haotian Xu
- Lifu Huang
- Ming-Liang Zhang
- Zhong-Zhi Li
Venues
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
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