Purpose: We are looking for an expert to benchmark, identify edge cases, and refactor our existing vehicle codifier engine. The primary goal is to increase accuracy to 95% for Top-3 candidates — meaning the correct value should appear within the top 3 predictions with at least 0.95 probability.
Key Responsibilities: Benchmark current codifier engine performance and identify weak points/edge cases. Implement and refine fuzzy matching, embeddings, and LLM-based reranking. Refactor engine components to improve scalability, maintainability, and accuracy. Develop APIs and evaluation endpoints using FastAPI. Provide structured performance reports and optimization suggestions.
Requirements: Strong expertise in fuzzy string matching, semantic search/embeddings, and LLM reranking. Proven experience with FastAPI for backend service design. Knowledge of data-driven evaluation (precision, recall, F1, Top-K accuracy). Familiarity with insurance/vehicle classification domain is a strong plus but not mandatory.
Deliverables: Refactored codifier engine with documented benchmarks. Edge case test suite for regression validation. Evaluation report showing ≥95% Top-3 accuracy on validation set.
Interactive Task Tracker Development Category: Android, Frontend Development, IPhone, JavaScript, Mobile App Development, PHP, React.js, UI / User Interface, UX / User Experience, Web Development Budget: $30 - $250 USD
02-Oct-2025 22:03 GMT
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