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Case study May 1, 2026

Vietnam National University Hanoi: Domain-Specific Distilled Models

Sector
Universities
Country
vnu

NuClide Research · 2026-05-01


Summary

Vietnam National University Ha Noi has an Ollama instance with domain-specific fine-tuned models for legal (CaseHold), biomedical (PubMedQA), and financial (FinQA) question answering, indicating active NLP research pipelines publicly accessible without authentication.


Infrastructure

FieldValue
IP112.137.129.161
rDNS,
OrgVietNam National University Ha Noi
CountryVietnam
Open ports11434 (Ollama, public)

Note: This is a separate server from Hanoi University (103.185.232.21) documented in VN-hanoi.md.


Models

ModelSizeNotes
gemma4:latest8 GBLocal
gemma3:12b7 GBLocal
gemma3:4b3 GBLocal
llama3.2:1b1 GBLocal
xuananle/distill-CaseHold:latest1 GBLegal case classification
pubmedqa-distilled:latest1 GBBiomedical QA
finqa-distilled:latest1 GBFinancial QA
llama2:13b6 GBLocal
deepseek-r1:1.5b1 GBLocal

Findings

F1, Unauthenticated Ollama API (HIGH): All models accessible. Research-grade domain-specific models (legal, medical, financial) exposed.

F2, Domain-Specific Research Models (MEDIUM): distill-CaseHold (legal reasoning), pubmedqa-distilled (biomedical Q&A), finqa-distilled (financial analysis), active research pipelines. Injection via CVE-2025-63389 affects domain responses.


Disclosure

  • Discovered: 2026-05-01
  • Status: Pending outreach to VNU Hanoi IT / VNCERT