AI Evaluation Reports and Metrics Pack

This report pack operationalizes project evaluation concepts discussed in the Legal Luminary repository.

Report Index

ID	Report Name	Purpose	Backing Script/Doc
R1	Baseline Hallucination Report	Measure unverified model hallucination behavior	experiments/exp1_baseline.py
R2	Pipeline Effectiveness Report	Quantify verification impact using confusion-matrix metrics	experiments/exp2_pipeline_effectiveness.py
R3	Architecture Tradeoff Report	Compare validator nodes vs post-hoc verification	experiments/exp3_validator_vs_posthoc.py
R4	Security Red-Team Report	Evaluate adversarial resilience and vulnerability exposure	experiments/exp4_security_redteam.py
R5	Source Integration Quality Report	Validate source governance and attribution quality	ARTICLE_INTEGRATION_REPORT.md
R6	Tracing and Observability Report	Confirm runtime traceability and diagnostics coverage	LANGGRAPH_INTEGRATION_REPORT.md

Standard Metrics

Metric	Formula	Interpretation
Baseline Hallucination Rate	hallucinated / total_questions	Lower means better unverified model reliability
Precision	TP / (TP + FP)	Higher means fewer false verified outputs
Recall	TP / (TP + FN)	Higher means fewer missed valid outputs
Pipeline Hallucination Rate	FP / total_questions	Lower means stronger filtering of invalid outputs
Security Safety Rate	safe / total_tests	Higher means better adversarial defense
Mean Latency	sum(latency) / n	Lower means faster end-to-end processing
Coverage Rate	covered_statements / total_statements	Higher means stronger structural assurance
Trace Completeness	traced_runs / total_runs	Higher means better observability

Current Known Values (From Existing Artifacts)

Metric	Current Value	Source
Experiment 1 test set size	10	experiments/exp1_baseline.py
Experiment 3 sample size	5	experiments/exp3_validator_vs_posthoc.py
Experiment 4 red-team tests	10	experiments/exp4_security_redteam.py
Integrated article posts	6	ARTICLE_INTEGRATION_REPORT.md
Allowlist domains	78	ARTICLE_INTEGRATION_REPORT.md
Article source attribution rate	100%	ARTICLE_INTEGRATION_REPORT.md
Article URL verification rate	100%	ARTICLE_INTEGRATION_REPORT.md
Structural coverage policy	>= 80% (target >= 95%)	.agents/legal-luminary/RUBRIC.md

Week and Topic Alignment (Execution-Oriented)

Week	Topic	Primary Report(s)
1-2	Verification/validation foundations and adequacy	R1, R2
3-5	Proposal, architecture, LangGraph and LangSmith integration	R6
6	EP and structural testing	R2 (quality), coverage report extensions
7-9	Baseline, effectiveness, and architecture comparison	R1, R2, R3
10	Security and robustness	R4
11	Communication and synthesis	R5, R6
12-13	Formal verification and model-checking concepts	R2, R3, R4
16-17	Tracing and AI/LLM evaluation tooling	R2, R3, R6

Suggested Run Commands

Use the project environment policy and execute experiments from repository root.

python experiments/exp1_baseline.py
python experiments/exp2_pipeline_effectiveness.py
python experiments/exp3_validator_vs_posthoc.py
python experiments/exp4_security_redteam.py