Xin Tian
Xin Tian has 3 papers in our library, in 2019–2026, most of them on Language models & pretraining, Evaluation & benchmarks; often with Chen Gong, Han Zhang, Hao Tian.
OpenAlex · ORCID · h-index 15 · 84 works · 1,356 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 271 times in our library · ⭐ Paper Stars ranking: #2689
Affiliations
Fields, topics and concepts
📚 Shelves 6The 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 workInformation Systems · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksEvaluation & benchmarks · 1 work
Works by year
2020s
2010s
Papers
- ERNIE: Enhanced Representation through Knowledge Integration (2019 · 962 citations)
Masked language models like BERT hide single characters or words. They can often guess the missing piece from the rest of the same name, without using what the sentence says about it. ERNIE, from Baidu, changes what is hidden. Training runs through three masking stages: random basic units (Chinese characters), then… - FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark (2021 · 54 citations)
Chinese NLP had no shared benchmark for comparing few-shot methods, so new techniques could not be measured against each other under common conditions. - SCAN: Structured Capability Assessment and Navigation for LLMs (2026 · 1 citation)
Most automatic LLM benchmarks try to reproduce leaderboard orderings such as Chatbot Arena. They reveal little about where a particular model is strong or weak. SCAN (Structured Capability Assessment and Navigation) treats evaluation as a way to understand a model rather than to rank it.
Co-authors here
- Chen Gong
- Han Zhang
- Hao Tian
- Hua Ren Wu
- Liang Xu
- Libo Qin
- Shikun Feng
- Shuohuan Wang
- Siqi Bao
- Tianle Gu
- Xuanwei Zhang
- Xuyi Chen
Venues
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