Live evidence pipeline · Updated every 6 hours
Tattva verifies scientific claims against thousands of peer-reviewed papers, detects contradictions, and delivers structured verdicts — with full evidence transparency.
Live Demo
Ask any research question. Tattva retrieves evidence, evaluates every claim, and tells you exactly what the literature says.
tattavaai.org — Scientific Evidence Platform
🔍 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
Five steps from question to evidence-grounded verdict. No hallucination. Every claim traceable to a real paper.
1
Query Input
You ask a research question in natural language
2
Vector Search
Pinecone finds the 10 most semantically relevant paper chunks
3
Claim Extraction
NLP extracts sentence-level scientific claims from evidence
4
Evidence Scoring
Each claim scored: supported, contradicted, or inconclusive
5
Verdict
Aggregated verdict with confidence, papers, and contradictions
Comparison
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
Semantic Scholar
✓
✗
✗
✓
✗
ChatGPT / Perplexity
~
~
✗
✗
✗
Capabilities
⚡
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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