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WARRANTCalibrated NLI Gate

Dual-Stage Epistemic Attribution · Gemma-3 12B · DeBERTa-v3

Simulator
Flagship Epistemic Attribution Cockpit

WARRANT · Dual-Stage Attribution

Eliminating citation decoration and hallucinations through asymmetric compute partitioning: Gemma-3 12B on 8GB RTX 4060 GPU and calibrated DeBERTa-v3 cross-encoder on CPU.

HotpotQA Presets:
Epistemic Lattice Stage· WebGL Physical Shaders
Drag to rotate epistemic lattice · Click claim node to focus attribution

FULL PASS · Formally Verified Attribution

All candidate assertions passed Stage 1 deterministic entity regex guard and exceeded calibrated DeBERTa-v3 cross-encoder entailment threshold.

tau >= 0.820 Satisfied
Warranted Output:
Arthur's Magazine was started first. Arthur's Magazine was founded in 1844, whereas First for Women was started later in 1989.

Epistemic Trajectory & Citation Disassembler

Compare post-hoc citation decoration against deterministic attribution.

Candidate Atomic Claims (Click to highlight in 3D lattice & inspect evidence):
c_001Guard: Passed (<1ms)
VERIFIED · τ=96.4%
Arthur's Magazine was founded in 1844.
c_002Guard: Passed (<1ms)
VERIFIED · τ=98.1%
First for Women was started in 1989.
Grounding Attribution: c_001Inference: 182ms
Source Document:
Arthur's Magazine
Extracted Grounding Sentence:
"Arthur's Magazine (1844–1846) was an American literary magazine published in Philadelphia in the 19th century."
Stage 1 Entity Guard
PASSED (0.42ms)
Deterministic entity and numeral match.
Stage 2 DeBERTa-v3
τ = 0.964 (≥ 0.820)
Natural Language Inference entailed.

Retrieved Evidence Spans (3)

Arthur's MagazineHop 1 · Score 0.942

Arthur's Magazine (1844–1846) was an American literary magazine published in Philadelphia in the 19th century.

First for WomenHop 2 · Score 0.918

First for Women is a woman's magazine published by Bauer Media Group in the USA.

First for WomenHop 2 · Score 0.956

The magazine was started in 1989 and is based in Englewood Cliffs, New Jersey.

Verification Engine & Compute Telemetry

Dual-stage verification pipeline · Asymmetric GPU/CPU compute metrics.

Click any pipeline stage to inspect prompt templates & tensors:Total: 461.9ms
1
User Query Ingestion
Multi-hop inquiry ingestion
LangGraph State Machine0.1ms
2
Sub-Query Decomposition
Query planner & hop scheduler
CPU Multi-Thread12ms
3
Hybrid Retrieval
Dense vector & BM25 sparse
CPU Multi-Thread48ms
4
12B Synthesis
Gemma-3 12B autoregressive
RTX 4060 (7.36 GB VRAM)220ms
5
Deterministic Entity Guard
Regex numeral & entity gate
Deterministic <1ms0.42ms
6
DeBERTa-v3 Cross-Encoder
Calibrated NLI gate (τ >= 0.820)
CPU Multi-Thread182ms
7
3-State Policy Contract
FULL_PASS / PARTIAL / ABSTAIN
LangGraph State MachineFULL_PASS
Arch: Asymmetric ComputeStatus: Formally Warranted