Jasaxion一只大雄

风打,碎琉璃; 打不碎的,是那阳光漫地。The wind strikes, shattering the glazed glass; Yet unbroken remains the sunlight spilling across the earth.


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Zhan Shaoxiong
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🙋‍ Zhan Shaoxiong (詹少雄)
📧 zhansx24@mails.tsinghua.edu.cn / jasaxion@gmail.com
📍 Shenzhen, China · Tsinghua SIGS

I am an M.S. student at the Knowledge Engineering Lab at Tsinghua Shenzhen International Graduate School, supervised by Prof. Haitao Zheng. My research interests lie in large language models, vision-language reasoning, information retrieval, and training data construction. I received my B.Eng. in Computer Science from Huazhong Agricultural University.

Recent Updates

• 2026.05 – 3ViewSense was accepted to ICML 2026 as an Oral / Spotlight presentation.
• 2025.12 – Joined JD Explore Academy as an LLM research intern.
• 2025.11 – MathSmith was accepted to AAAI 2026.
• 2025.11 – RoutingGen was accepted to AAAI 2026.
• 2025.10 – HSPIM was accepted to Information Sciences.
• 2025.07 – LexSemBridge was accepted to ECAI 2025.
• 2025.06 – IRSC Benchmark was accepted to NLPCC 2025.
• 2025.02 – QAEA-DR was accepted to IEEE TKDE.

Selected Publications

ICML 2026 Oral / Spotlight First Author Spatial Reasoning / VLM
3ViewSense: Spatial and Mental Perspective Reasoning from Orthographic Views in Vision-Language Models
Shaoxiong Zhan, Yanlin Lai, Zheng Liu, Zijian Lin, Hai Lin, Xiaodong Cai, Shen Li, Hai-Tao Zheng
Orthographic-view-based framework for spatial and mental perspective reasoning in vision-language models.
3ViewSense overview
arXiv:2603.07751
AAAI 2026 First Author Data Synthesis / RL
MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy
Shaoxiong Zhan, Yanlin Lai, Ziyu Lu, Dahua Lin, Ziqing Yang, Fei Tan
RL-based framework to forge olympiad-level math problems from concept-explanation pairs. 9.8%–18.1% relative gains on AIME/Olympiad benchmarks.
MathSmith overview
arXiv:2508.05592
ECAI 2025 Spotlight First Author Information Retrieval / Embedding
LexSemBridge: Fine-Grained Dense Representation Enhancement through Token-Aware Embedding Augmentation
Shaoxiong Zhan, Hai Lin, Hongming Tan, Xiaodong Cai, Hai-Tao Zheng
Lexical-semantic bridging to enhance fine-grained matching in dense retrieval without modifying backbone encoders.
LexSemBridge overview
arXiv:2508.17858
IEEE TKDE 2025 Co-first Author RAG / Dense Retrieval
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval
Hongming Tan*, Shaoxiong Zhan*, Hai Lin, Hai-Tao Zheng, Wai Kin Chan
Unified text augmentation framework for dense retrieval via LLM-generated QA pairs and event structures.
QAEA-DR overview
DOI: 10.1109/TKDE.2025.3543203
Information Sciences 2025 Co-first Author Scientific Evaluation / LLM
A Hierarchical Framework for Measuring Scientific Paper Innovation via Large Language Models
Hongming Tan*, Shaoxiong Zhan*, Fengwei Jia, Hai-Tao Zheng, Wai Kin Chan
Hierarchical paper-section-QA decomposition framework for measuring research innovation with confidence-weighted aggregation.
Hierarchical framework overview
arXiv:2504.14620
NLPCC 2025 Co-first Author RAG / Benchmark
IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in RAG Scenarios
Hai Lin*, Shaoxiong Zhan*, Junyou Su, Hai-Tao Zheng, Hui Wang
Zero-shot retrieval benchmark with five tasks and cross-lingual evaluation, introducing SSCI and RCCI metrics.
IRSC overview
arXiv:2409.15763
AAAI 2026 Co-author Code Generation
IntentionChain-of-Thought Prompting with Dynamic Routing for Code Generation
Shen Li, Li Huang, Shaoxiong Zhan, Weifeng Sun, Tao Yin, Zhongxin Liu, Meng Yan
Difficulty-aware dynamic routing to avoid overthinking in code generation; 46% token reduction with SOTA performance.
IntentionChain-of-Thought overview
arXiv:2512.14048

Honors and Awards

• National Scholarship in China (×3): 2021, 2022, 2023
• Gratitude Scholarship for Chinese Scientists, 2023
• MCM Finalist (Top 1%), 2023
• China University Big Data Challenge National Second Prize, 2022
• MathorCup National Second Prize, 2022

Research Experience

JD Explore Academy – LLM Algorithm Research, Foundation Model / Knowledge & Cognitive Data, Beijing
Dec 2025 – Present
  • Building pretraining data pipelines for the code domain, including high-quality code data collection for pretraining and mid-training stages.
  • Restructured GitHub commit data processing pipelines and studied how data distribution impacts code generation capability.
  • Proposed a multimodal issue localization benchmark, extending software engineering fault localization to scenarios involving UI screenshots and complex error logs.
SenseTime Research – LLM Algorithm Research, Model Foundation Group, Shenzhen
Mar – Oct 2025
  • Focused on math reasoning enhancement for LLM foundation models via data-centric approaches.
  • Designed RL-based hard-problem synthesis strategies, producing the MathSmith dataset and leading to a first-author paper at AAAI 2026.
  • Contributed to VLM foundation model iteration for the "photo-solve" product line. Identified VLM spatial reasoning gaps, leading to the first-author paper 3ViewSense.

Skills

Python C/C++ PyTorch Transformers vLLM LLM Training Reinforcement Learning Dense Retrieval Git Linux
English: CET-6 · Proficient in academic reading and writing
Tools: Hugging Face Transformers, vLLM, DeepSpeed, LLaMA-Factory, verl, FAISS, LangChain, Claude Code, Cursor, Codex

Teaching, Service and Leadership

• Teaching Assistant, Artificial Intelligence, Tsinghua University
• Head of the Youth Media Center in HZAU, 2022–2023
• Deputy Party Branch Secretary in HZAU, 2023–2024
• Class President in HZAU, 2023–2024

Miscellaneous

👋I'm a hands-on tech enthusiast who enjoys tinkering with gadgets and experimenting with new ideas💡–even if things break along the way. Outside of work, you'll find me playing badminton🏸, swimming🏊‍♀️, or dancing💃 (hiphop/kpop). Always happy to connect–feel free to add me on WeChat: Jasaxion_Taurus0405 🤝