Tattva AI – detects when ML research consensus is shifting using Bayesian CUSUM

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Tattva AI — Evidence-Grounded Research Intelligence

Live evidence pipeline · Updated every 6 hours

Ask a research question.

Get the truth from the papers.

Tattva verifies scientific claims against thousands of peer-reviewed papers, detects contradictions, and delivers structured verdicts — with full evidence transparency.

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See how it works

10,000+

Evidence Chunks

Paper Sources

6h

Auto-Update Cycle

0.1s

Cached Query Speed

Live Demo

See it in action

Ask any research question. Tattva retrieves evidence, evaluates every claim, and tells you exactly what the literature says.

tattavaai.org — Scientific Evidence Platform

🔍<br>Does KV cache compression reduce LLM inference latency?

Research Verdict

SUPPORTED

63% confidence · 10 evidence chunks · 3 supporting claims

Evidence Sources

EvolKV: Evolutionary KV Cache Compression for LLM Inference

MiniKV: 2-Bit Layer-Discriminative KV Cache

LMCache: Efficient KV Cache Layer for Enterprise LLMs

⚠ Contradiction Detected

EvolKV reports gains across all KV budgets, while KVTuner finds three unsolved challenges in current methods. Methodology differences likely explain the gap — check sequence length and model size.

Process

How Tattva works

Five steps from question to evidence-grounded verdict. No hallucination. Every claim traceable to a real paper.

Query Input

You ask a research question in natural language

Vector Search

Pinecone finds the 10 most semantically relevant paper chunks

Claim Extraction

NLP extracts sentence-level scientific claims from evidence

Evidence Scoring

Each claim scored: supported, contradicted, or inconclusive

Verdict

Aggregated verdict with confidence, papers, and contradictions

Comparison

Why not just use Google Scholar?

Every other tool finds papers. Only Tattva tells you what the papers actually say about your specific claim.

Tool

Finds papers

Evaluates claims

Detects contradictions

Real-time updates

Verdict + confidence

Google Scholar

Semantic Scholar

Consensus

ChatGPT / Perplexity

Tattva AI ✦

Capabilities

Built for serious researchers

Evidence Grounding

Every verdict links to the exact sentence in the exact paper that supports it. No black boxes. Full transparency.

⚠️

Contradiction Detection

Automatically identifies when papers disagree and explains why — sequence length, model size, methodology differences.

🧬

Knowledge Graph

48 scientific concepts with 79 causal relationships. Surfaces connections between ideas that aren't obvious from any single paper.

Auto-Updated Every 6 Hours

Continuously ingests from 8 paper sources including arXiv, Semantic Scholar, and Europe PMC. Always current.

🔮

Field Simulation

300 Monte Carlo simulations forecast which research methods will dominate over the next 4 years.

💡

Idea Lab

Analyze your research ideas against the knowledge graph. Get experiment designs, outcome predictions, and blockers.

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evidence tattva research papers paper verdict

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