Dali
The open verification layer for AI
Dali is the open verification layer for AI: it creates, scores, and preserves evidence so AI-assisted outputs can be independently verified, exchanged, and replayed. Legal AI is the proving ground.
Open Artifacts
Dali Open Evidence Corpus · available
Cross-jurisdiction seed evidence for reproducible research.
Dali Citation Benchmark (Seed Sample) · available
5 hand-curated cases, 14 authorities — methodology review sample (not the full run).
Dali Verification Taxonomy · available
Shared vocabulary for classifying verification outcomes.
Full evaluation run · available
524 citations · 3 models · 5 jurisdiction tracks — on GitHub data/results/.
Evidence Infrastructure · available (early-stage v0.2.1)
Open verification engine, methodologies, and reproducible evaluation workflows.
Quick Start
from datasets import load_dataset
dataset = load_dataset("yenklabs/open-evidence-corpus")
GitHub · Contribute · yenklabs.com
Research models (roadmap)
Lightweight, reproducible research models — not foundation models. All planned.
| Release | Model | Purpose | Status |
|---|---|---|---|
| v0.1 | Dali Verification Taxonomy Classifier | Predict standardized verification outcome labels | planned |
| v0.2 | Dali Citation Risk Classifier | Estimate citation verification risk from evidence metadata | planned |
| v0.3 | Dali Authority Matching Baseline | Reproducible baseline for authority matching experiments | planned |
| v0.4 | Dali Proposition Support Classifier | Classify proposition support relationships for legal authorities | planned |
Ecosystem
| Layer | Status |
|---|---|
| Datasets — Open Evidence Corpus, Citation Benchmark seed sample, Verification Taxonomy | available |
| Full evaluation run — 524 citations on github.com/yenklabs/Dali/data/results | available |
| Models — Taxonomy Classifier, Citation Risk, Authority Matching, Proposition Support | planned |
| Spaces — Evidence Explorer, Benchmark Dashboard, Citation Verification Demo | planned |
| Future datasets — Evaluation Prompts, Replay Corpus, Evidence Artifacts | planned |
Dali is the open verification layer for AI: it creates, scores, and preserves evidence so AI-assisted outputs can be independently verified, exchanged, and replayed.