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eliaghazal/README.md

Elia Ghazal

NLP / LLM-Evaluation Researcher · Hugging Face Transformers Contributor · CrashLens Co-founder

I study whether AI judges can be trusted — and build the systems that test them.

LinkedIn ORCID Email Website


Research & Selected Contributions

  • Dialect Is Not Error — lead author. Auditing prestige bias in LLM-as-a-judge systems under Arabic diglossia: a 58-item benchmark across five Arabic registers, ~1,500 judge trials; MSA won 100% of non-tied pairwise comparisons against every regional variety, for both judges. Manuscript in preparation for ACL Rolling Review (Oct 2026).
  • Hugging Face Transformers — PR #47090 — diagnosed and fixed a training-loss double-shift bug in CohereASR; at maintainers' request, propagated the fix to Moonshine and PPFormulaNet. Approved by maintainers, CI green.
  • SHARP-RAG — sole author. Four-agent, critic-gated LangGraph pipeline for multi-hop QA; published an honest negative result (critic over-rejection degraded EM 25%→15%) with full failure analysis. Preprint on Zenodo.
  • CrashLens — first author, 5-person senior project. Embedded crash detection + AI-assisted forensic evidence: Raspberry Pi 5 edge device, Cloudflare Workers/Supabase backend, Flutter apps. Cut responder notification from ~14 min to 25–35 s in controlled tests. Paper under re-review, IEEE ICCA 2026. · crashlens.org

Engineering Projects

Project What it does Stack
EmotionAI Real-time multi-face emotion recognition with SE-attention CNN and live web dashboard — built with Georges El Khayat PyTorch · Flask · SocketIO · OpenCV
Web Bluetooth Dashboard Live BLE/GATT sensor streaming (heart rate, temperature) directly in the browser — course project turned working product ASP.NET Core · Web Bluetooth API
eliaghazal.com Portfolio & writing — Next.js 15, 100/100 Lighthouse Next.js · Vercel

Experience

  • Backend Engineering Intern — Smart Code, Lebanon (Sep 15 – Nov 3, 2025): Spring Boot REST APIs, Kafka messaging, ISO-message POS socket server
  • Instructor — AI Summer Camp for high-schoolers (Jul 2026): designed and taught a beginner AI/programming curriculum
  • Co-founder — KGH Solutions, a small software studio (2025–present)

Education

B.S. Computer Science — AUST Beirut, awarded June 2026 (completed in 3 years) · GPA 3.81/4.00 · Distinguished List ×5 semesters

Certifications & Languages

IT Specialist — Python, Certiport/Pearson (2024) · Cisco CCNA (Intro to Networks 2024 · Switching, Routing & Wireless 2025) · Cisco IT Essentials (2024) · Michigan ECPE (English C2) · DELF B2 (French)

Arabic (native) · English (C2) · French (B2) · Italian (learning)


Also the author of Whispers of the Eclipse (poetry, Ukiyoto 2024). Code compiles; poetry endures.

Pinned Loading

  1. Web-Bluetooth-Medical-Fitness-Dashboard Web-Bluetooth-Medical-Fitness-Dashboard Public

    Live BLE/GATT medical sensor streaming in the browser (ASP.NET Core + Web Bluetooth API). University course project. MIT.

    JavaScript

  2. crashlens crashlens Public

    CrashLens — embedded vehicle crash detection + AI-assisted forensic evidence platform. IEEE ICCA 2026 (under re-review). Public showcase.

  3. EmotionAI EmotionAI Public

    Real-time multi-face emotion recognition — SE-attention CNN, live Flask/Socket.IO dashboard (PyTorch, OpenCV). By Elia Ghazal & Georges El Khayat. MIT.

    Python

  4. SHARP-RAG SHARP-RAG Public

    Self-correcting agentic RAG (LangGraph): critic-gated multi-hop QA with an honestly reported negative result. Zenodo preprint.

    Python

  5. transformers transformers Public

    Forked from huggingface/transformers

    Fork for huggingface/transformers PR #47090 — CohereASR training-loss fix, propagated to Moonshine & PPFormulaNet (maintainer-approved).

    Python