When the corpus cannot support an answer, SvaraSetu declines. It does not replace missing evidence with a confident guess.
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Updated
Aug 22, 2026 - Python
When the corpus cannot support an answer, SvaraSetu declines. It does not replace missing evidence with a confident guess.
Description: Voice-enabled multilingual RAG system built for HH Goa 2026. Transcribes speech via ElevenLabs, retrieves from MSMARCO-XI in ~53ms, and generates verified grounded answers.
Sub-second, hallucination-resistant Hindi Voice RAG system built for Hacker House Goa 2026 (Task 2) using AI4Bharat MSMARCO-XI, Sarvam AI STT/TTS, multilingual-e5-base, and Groq LPU inference. #RAGInGoa - Team Zyzz [Nabil Thange]
Voice-enabled RAG over ai4bharat/MSMARCO-XI - Sarvam STT, hybrid HNSW+BM25 retrieval, six chunking strategies, calibrated abstention and grounding guardrails. HH Goa 2026 Task 2. #RAGInGoa
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