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LLM MOE models for RAG search Download report

Contents

Report

Overview and abstract Introduction Materials and setup Mathematical framework Results Technical analysis Speed and reasoning-disabled inference Prompting and alternative models RAG integration Limitations and conclusion

Appendices

Appendix A: Dataset-level results Appendix B: Comparability and provenance Appendix C: Prompt and runtime record References

Coverage analysis workbook Evaluation prompt

LLM MOE models for RAG search

RAG integration

Field-aware indexing, query decomposition, quality policy, and auditability.

PreviousPrompting and alternative models NextLimitations and conclusion

Study corpus: 2,484 CV PDFs in 24 predefined categories. July 2026.

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