# Atmic Intelligence Project- Sri Ramanasramam
Source: https://savrn.com/model-publishers/sriramanaatmic
Markdown alternate of the page above; the site index is https://savrn.com/llms.txt

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## Models

Model · Sentence similarity

### [AtmicQuoterv3](https://savrn.com/models/atmicquoterv3)

[Atmic Intelligence Project- Sri Ramanasramam](https://savrn.com/model-publishers/sriramanaatmic)

Fine-tuned from BAAI/bge-small-en-v1.5 (MultipleNegativesRankingLoss, 3 epochs, batch size 16, lr 2e-5) on the combined AtmicQuoterv1 + AtmicQuoterv3 training data, for exact-citation retrieval over Sri Ramana Maharshi's teachings. Queries are encoded with the BGE query instruction (Represent this sentence for searching relevant passages: ); passages are not. Validation set: 1,006 queries (48 from the root validation.jsonl + 958 from AtmicQuoterv1's validation split). Corpus: 8,742 unique passages (AtmicQuoterv1's corpus and the full citation/RAGcitation.json corpus, after the text normalization described below). "alone" = dense retrieval only, ranking the full corpus. "hybrid BM25" =…

Open weights 33M parameters 512 tokens sentence-transformers

[View model](https://savrn.com/models/atmicquoterv3)

## Explore More

- [All model publishers](https://savrn.com/model-publishers)
- [The model directory](https://savrn.com/models)
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## Source

- Listed from their public repositories, read 2026-09-28.
- [Hugging Face profile](https://huggingface.co/SriRamanaAtmic)
- [How the hub is built](https://savrn.com/model-hub/methodology)