Research Gap Analysis – July 8, 2026
Tirana-Aligned Research Gap Analysis
This run is tailored to the research areas of Tirana Noor Fatyanosa, S.Kom., M.Kom., Ph.D. based on theses she supervised at Universitas Brawijaya (repository.ub.ac.id):
- RoBERTa emotion detection (Farid Muzaki, 2026)
- IndoBERT sentiment analysis (Brigitta Nilapaksi, 2026)
- BERT text classification & preprocessing (Rizky Dwi Purnomo, 2024)
- BERT2BERT dialogue generation (Femi Novia Lina, 2024)
- HDBSCAN cyber log clustering (Naufal Akmal, 2026)
Honest Statistics
| Metric | Value |
|---|---|
| arXiv queries executed | 20 |
| arXiv results per query | 50 |
| Total real papers saved | 1000 |
| Thesis titles generated | 110 |
| Domain analysis files | 1 (tirana-analysis) |
| UB thesis references | 5 (from repository.ub.ac.id) |
File Inventory
| File | Description |
|---|---|
analyses/ |
20 raw arXiv query exports (50 papers each) |
tirana-analysis.md |
Domain analysis with UB thesis connections and gaps |
tirana-references.md |
Reference data on Tirana’s supervised theses from UB repository |
titles.md |
110 thesis titles aligned to Tirana’s research areas |
scrape_arxiv.js |
arXiv API scraper (Tirana-aligned queries) |
Limitations
- arXiv only — conference papers (ACL, EMNLP, NeurIPS) not captured.
- Cloudflare blocked — UB repository (repository.ub.ac.id) blocked direct access via Cloudflare. Thesis titles were compiled from Google search snippets; full abstracts unavailable.
- Query bias — 20 queries explicitly designed to match Tirana’s research topics.
Generated on July 8, 2026 | Data source: arXiv API + UB repository snippets