Graphrag Developer Challenge
3 settimane fa
GraphRAG Developer Challenge – Legal Document Processing (Prototype) Role: Senior RAG Systems Developer (Contract / Freelance) Compensation: $600—paid only if you pass. Timeline: 3–5 days from materials receipt to live demo. Purpose: Technical evaluation for potential long-term hire. Frontend & UI: None (backend prototype only). Objective We're seeking an expert in graph‐based retrieval (GraphRAG) to build a high‐accuracy prototype for legal document reasoning. This is a paid technical test that may lead to a long‐term position. The goal is a true GraphRAG system featuring explicit knowledge‐graph construction and traversal, multi‐hop reasoning, agentic orchestration, and strong focus on retrieval accuracy and explainability. Materials Provided /docs/ → pre‐processed Markdown legal documents with metadata /sample_questions.json → example question format /sample_answers_rag.json → example answer format Deliverables Implement two functions in Python 3.12 (Poetry project): def ingest(document_paths: List[str]) -> None Ingest Markdown docs and build the knowledge graph. def query(questions: List[str]) -> List[str] Return answers with Vancouver‐style citations grounded in retrieved sources. No UI, no API keys provided. Any stack may be used. query() must support parallel execution (~400 questions in ≤60 min) and show a progress indicator. Test thoroughly for correctness and performance before the demo. Live Demo In a 60‐minute live session you will: Receive ~400 unseen questions. Run query() to produce answers.json. Explain your architecture: how the graph is built, traversed, and used to generate grounded answers. Only the developer(s) who wrote the code may present. Evaluation Passing requires an overall score above 95%, measured by (LLM as a judge): Faithfulness (grounded, no hallucinations), Relevance (retrieval matches intent), Completeness (covers key legal points), and Clarity (structured, legally coherent writing). Payment & Next Steps If you pass, you'll receive $600 USD after verification of reproducibility and hand‐over of the repo (codebase, Poetry lock, run instructions, brief tech note). Top performers may be invited to interview for a long‐term paid role. Failure to pass or complete within 60 minutes = no payment (you keep your code). Key Priorities Parallelization Graph‐based reasoning Correctness Explainability Note for Agencies We will not engage in pre‐contract discussions with agencies. If an agency wishes to propose a developer, communication will proceed only after that developer passes the benchmark test. This ensures time efficiency and direct technical validation. J-18808-Ljbffr
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