Transformer Efficiency Research Domain

Evidence-grounded scientific research

Ask a research question. Tattva retrieves evidence from peer-reviewed papers, evaluates every claim, and delivers a structured verdict — with full transparency on how the conclusion was reached.

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Grounded in papers

Every claim links to a real paper chunk with a confidence score. Not generated text.

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Computed verdict

Confidence is an aggregate of evidence scores — not an LLM opinion.

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Contradiction detection

Automatically finds where papers disagree on the same claims — no other tool does this.

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Field simulation

Monte Carlo simulation shows how the field evolves over 4 years.

Research Verdict

Retrieving and evaluating evidence…

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How this works: Tattva retrieves the top relevant chunks from peer-reviewed papers, extracts sentence-level claims, evaluates each claim against the evidence, and aggregates into a structured verdict. Confidence reflects evidence strength — the underlying science may have nuances not captured here.

Grounded Claims

Evidence Sources