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--- 2026-27:fall [2026/06/19 13:36] – [Dialect bias in LLMs] smaqsood
+++ 2026-27:fall [2026/08/12 17:11] (current) – vashistp
@@ Line 238: / Line 238: @@
 ** Required skills or prerequisites: **EECS 4412 or EECS4404
+Data Analysis, Report Writing, Python programming, web app development, appetite for research
+** Instructions:** send a CV, transcript, statement of interest, and skills to the instructor (Pooja).
+----
+==== Adaptive Routing for Cost-Efficient Autonomous Email Systems ====
+** [added 2026-08-08] **
+** Course:**  {EECS4088}
+** Supervisors:**  Pooja Vashisth
+** Supervisor's email address: ** vashistp@yorku.ca
+** Project Description: ** This project aims to implement Agentic system for an email assistant.
+This project designs and implements a multi-agent email processing system that routes incoming emails to different handlers based on email type, rather than always invoking an expensive large language model (LLM). The system classifies emails into categories such as acknowledgment, meeting request, FAQ, and emotional, and dispatches each to the cheapest appropriate handler — including a template engine, cache, retrieval module, calendar integration, and LLM fallback. A DistilBERT classifier is implemented as an upgrade to a rule-based baseline, enabling a direct comparison. The system is evaluated on routing accuracy, token cost, and response quality against multiple baselines, with the goal of demonstrating meaningful cost reduction without quality degradation.The aim is to use and test the results and develop a strong research writing of publishable nature.
+This project is an academic research in nature as it equips the student with skills in research paper writing, survey, text analytics, NLP tools, and data visualization.
+** Required skills or prerequisites: **
 Data Analysis, Report Writing, Python programming, web app development, appetite for research