Coverage preview
One obvious insight
The sample corpus is method-rich, but it remains visually sparse in Bengali, multimodal work, and cross-domain validation.
English86%
Bengali28%
Twitter datasets78%
Cross-domain validation22%
Ivory Research Atelier
What is your research missing?
LitMatrix turns a literature set into a research-intelligence workspace that reveals coverage, relationships, and underrepresented directions at a glance.
Read-only synthetic deployment
This hosted site is a read-only showcase of seeded synthetic research data. Real PDF uploads and private workspaces remain available when LitMatrix is run locally.
Designed to stay readable in screenshots and a three-minute walkthrough.
Research signals
Dense around English and Twitter-derived evidence
Thin around explainability and cross-domain validation
Strong enough for a compelling live product demo
Visual workflow
Move from source evidence to coverage confidence.
MatrixDNASignalsGap Lab
Four-step workflow
A visual path from evidence extraction to research positioning
Each stage reduces the amount of text you need to parse while keeping the supporting evidence within reach.
Step 1
Evidence Matrix
Compare claims, datasets, and verification signals without losing the paper-level source trail.
Step 2
Research DNA
Trace which methods, datasets, and limitations connect across the corpus.
Step 3
Blind-Spot Studio
Turn uneven coverage into concise insight cards that flag underrepresented conditions.
Step 4
Counterfactual Gap Lab
Test a proposal fingerprint against existing coverage before calling it a contribution.
For students
See where a thesis idea overlaps with existing evidence and where it genuinely adds new conditions.
For professors
Review method, dataset, and validation coverage quickly enough for advising and recorded demos.
Evidence integrity
The live demo stays honest: evidence is synthetic, clearly marked, and still traceable through verification-aware product interactions.