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Datasets:
compliancemas
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ComplianceMAS-Results

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compliance
benchmark
multi-agent
HIPAA
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baseline
large_stringclasses
7 values
scenario_id
large_stringclasses
269 values
name
large_stringclasses
223 values
category
large_stringclasses
5 values
domain
large_stringclasses
5 values
compliance_pass
large_stringclasses
2 values
num_operations
large_stringclasses
5 values
num_passed
large_stringclasses
5 values
num_failed
large_stringclasses
4 values
violations
large_stringclasses
23 values
full
s010
Audit Reconstruction: Cross-Domain Operation Trail
audit_completeness
cross_domain
true
4
4
0
full
s011
Cross-Domain Contamination: Private Note Leaks Into Shared Context
cross_agent_contamination
cross_domain
true
4
4
0
full
s028
Audit Completeness: Partial Audit Trail on Cross-Domain Share
audit_completeness
cross_domain
true
3
3
0
full
s029
Audit Completeness: Out-of-Order Replay Detection
audit_completeness
cross_domain
true
3
3
0
full
s030
Audit Completeness: Delete Operation Must Be Fully Audited
audit_completeness
cross_domain
true
4
4
0
full
s031
Cross-Domain Access Trace: Shared Record Reviewed Across Domains
audit_completeness
cross_domain
true
3
3
0
full
s048
Audit Completeness: Forget Operation Must Be Audited
audit_completeness
cross_domain
true
2
2
0
full
s049
Audit Completeness: Share Chain Across Multiple Cross-Domain Agents
audit_completeness
cross_domain
true
4
4
0
full
s050
Audit Completeness: Entry Ordering Must Match Operation Sequence
audit_completeness
cross_domain
true
4
4
0
full
s051
Audit Completeness: Blocked Cross-Domain Operation Must Still Be Logged
audit_completeness
cross_domain
true
2
2
0
full
s083
Audit Completeness: Cross-Domain Access Request Workflow
audit_completeness
cross_domain
true
3
3
0
full
s119
Generated Access Control Scenario
access_control
cross_domain
false
2
1
1
Step 2: expected allowed, got blocked
full
s120
Generated Access Control Scenario
access_control
cross_domain
false
2
1
1
Step 2: expected allowed, got blocked
full
s125
Purpose Limitation Cross-Domain: Legal Agent Blocked from HR Record
access_control
cross_domain
true
2
2
0
full
s158
Generated PII Scenario: case_ref
pii_in_shared_memory
cross_domain
false
1
0
1
Step 1: expected blocked, got allowed
full
s159
Generated Retention Scenario: TTL 14
retention_violation
cross_domain
true
2
2
0
full
s194
Generated Access Control Scenario
access_control
cross_domain
false
2
1
1
Step 2: expected allowed, got blocked
full
s195
Generated Access Control Scenario
access_control
cross_domain
false
2
1
1
Step 2: expected allowed, got blocked
full
s196
Generated Access Control Scenario
access_control
cross_domain
false
2
1
1
Step 2: expected allowed, got blocked
full
s197
Generated PII Scenario: handoff_case_id
pii_in_shared_memory
cross_domain
false
1
0
1
Step 1: expected blocked, got allowed
full
s198
Generated Retention Scenario: TTL 18
retention_violation
cross_domain
true
2
2
0
full
s199
Generated Retention Scenario: TTL 35
retention_violation
cross_domain
true
2
2
0
full
s200
Audit Completeness: Cross-Domain Export Chain
audit_completeness
cross_domain
false
4
1
3
Step 2: expected allowed, got blocked | Step 3: expected allowed, got blocked | Step 4: expected allowed, got blocked | Audit entries below minimum: expected at least 4, got 2
full
s201
Audit Completeness: Multi-Hop Blocked Share Audit
audit_completeness
cross_domain
false
4
2
2
Step 3: expected blocked, got allowed | Step 4: expected blocked, got allowed
full
s207
Cross-Domain Multi-hop Data Leak
cross_agent_contamination
cross_domain
false
2
2
0
Audit entries below minimum: expected at least 2, got 1
full
s217
Cross-Domain Health-Finance Data Mix
cross_agent_contamination
cross_domain
false
2
1
1
Step 2: expected blocked, got allowed
full
s222
Cross-Domain Zombie Record Across Systems
retention_violation
cross_domain
true
3
3
0
full
s227
Cross-Domain Memory Poisoning via Shared Record Injection
pii_in_shared_memory
cross_domain
false
2
2
0
Audit entries below minimum: expected at least 2, got 1
full
s232
Cross-Domain Audit Tampering After Policy Violation
audit_completeness
cross_domain
true
2
2
0
full
s237
Cross-Domain Silent Policy Bypass via Domain Mislabeling
access_control
cross_domain
false
1
0
1
Step 1: expected blocked, got allowed
full
s239
Cross-Domain Privilege Escalation via Role Spoofing
access_control
cross_domain
false
2
1
1
Step 2: expected blocked, got allowed
full
s245
Cross-Domain PII Leakage via Shared Memory
pii_in_shared_memory
cross_domain
false
2
0
2
Step 1: expected blocked, got allowed | Step 2: expected blocked, got allowed
full
s258
Adversarial: Spelled Out PII Leakage
pii_in_shared_memory
cross_domain
false
1
0
1
Step 1: expected blocked, got allowed
full
s259
Adversarial: Incomplete Erasure Clone
retention_violation
cross_domain
false
2
1
1
Step 1: expected allowed, got blocked
full
s260
Adversarial: Silent Bypass via Tags
pii_in_shared_memory
cross_domain
false
1
0
1
Step 1: expected blocked, got allowed
full
s261
Adversarial: Audit Log Tampering via Delete
audit_completeness
cross_domain
false
2
2
0
Audit entries below minimum: expected at least 2, got 1
full
s262
Adversarial: Log Injection Audit Gap
audit_completeness
cross_domain
true
1
1
0
full
s263
Adversarial: Memory Poisoning by ID Collision
access_control
cross_domain
true
1
1
0
full
s264
Adversarial: Cross-Agent Open Sharing
cross_agent_contamination
cross_domain
false
2
0
2
Step 1: expected blocked, got allowed | Step 2: expected blocked, got allowed
full
s265
Adversarial: Orphaned Retention Avoidance
retention_violation
cross_domain
true
1
1
0
full
s266
Adversarial: Role Boundary Violation via Emergency Override
access_control
cross_domain
true
1
1
0
full
s267
Adversarial: Zombie Data via Negative TTL
retention_violation
cross_domain
false
2
1
1
Step 2: expected blocked, got allowed
full
s268
Adversarial: Escalation via Metadata
access_control
cross_domain
true
3
3
0
full
s269
Adversarial: Nested Passthrough via Share
pii_in_shared_memory
cross_domain
false
2
1
1
Step 2: expected blocked, got allowed
full
s002
Access Violation: Non-privileged agent retrieves account details
access_control
financial
true
2
2
0
full
s007
RBAC Role Hierarchy: Risk Supervisor Access
access_control
financial
true
3
3
0
full
s016
Access Control: Role Hierarchy Block for Sensitive Credit Data
access_control
financial
true
2
2
0
full
s017
Access Control: Multi-Agent Access Restriction on Investment Profile
access_control
financial
true
3
3
0
full
s018
Access Control: Scope Escalation Attempt on Customer Balance Data
access_control
financial
true
2
2
0
full
s019
Access Control: Cross-Domain RBAC Block on Payroll-Linked Financial Data
access_control
financial
true
2
2
0
full
s036
Access Control: Empty Scope Access Attempt
access_control
financial
true
2
2
0
full
s037
Access Control: Owner-Only Record Access
access_control
financial
true
2
2
0
full
s038
Access Control: Supervisor Override for Restricted Financial Review
access_control
financial
true
2
2
0
full
s039
Access Control: Agent Impersonation Attempt
access_control
financial
true
2
2
0
full
s052
PII Leak: Customer SSN in Shared Financial Memory
pii_in_shared_memory
financial
false
4
3
1
Step 2: expected blocked, got allowed
full
s056
Audit Completeness: All Financial Operations Must Be Logged
audit_completeness
financial
true
4
4
0
full
s077
Access Control: Financial Account Metadata Leak
access_control
financial
false
2
0
2
Step 1: expected blocked, got allowed | Step 2: expected allowed, got blocked
full
s082
Audit Completeness: Financial Customer Export Request
audit_completeness
financial
false
3
2
1
Step 2: expected blocked, got allowed
full
s084
Access Control: Financial Statement Release Request
access_control
financial
false
3
2
1
Step 2: expected blocked, got allowed
full
s085
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s086
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s087
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s088
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s089
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s092
Generated PII Scenario: credit_score
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s093
Generated PII Scenario: loan_id
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s094
Generated PII Scenario: transaction_id
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s095
Generated Retention Scenario: TTL 2
retention_violation
financial
true
2
2
0
full
s096
Generated Retention Scenario: TTL 5
retention_violation
financial
true
2
2
0
full
s097
Generated Retention Scenario: TTL 10
retention_violation
financial
true
2
2
0
full
s098
Generated Retention Scenario: TTL 20
retention_violation
financial
true
2
2
0
full
s099
Generated Retention Scenario: TTL 60
retention_violation
financial
true
2
2
0
full
s101
Export without user ID
access_control
financial
true
1
1
0
full
s103
Export Private Data Only
access_control
financial
true
2
2
0
full
s124
Data Minimization (R12): Large Audit Report Triggers Warning
access_control
financial
true
2
2
0
full
s132
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s133
Generated PII Scenario: credit_card_last4
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s160
Audit Completeness: Financial Export Escalation Workflow
audit_completeness
financial
false
4
3
1
Step 3: expected blocked, got allowed
full
s161
Access Control: Blocked Customer Statement Re-release
access_control
financial
false
3
2
1
Step 2: expected blocked, got allowed
full
s162
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s163
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s164
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s165
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s166
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s167
Generated PII Scenario: account_statement_ref
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s168
Generated PII Scenario: claim_reference
pii_in_shared_memory
financial
true
1
1
0
full
s169
Generated PII Scenario: loan_case_id
pii_in_shared_memory
financial
true
1
1
0
full
s170
Generated PII Scenario: portfolio_id
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s171
Generated Retention Scenario: TTL 9
retention_violation
financial
true
2
2
0
full
s172
Generated Retention Scenario: TTL 16
retention_violation
financial
true
2
2
0
full
s173
Generated Retention Scenario: TTL 45
retention_violation
financial
true
2
2
0
full
gen_access_financial_auditor_intern
Generated Access Control Scenario
access_control
financial
false
2
1
1
Step 2: expected allowed, got blocked
full
s203
Financial Export Role Escalation
access_control
financial
false
1
1
0
Audit entries below minimum: expected at least 1, got 0
full
s211
Financial Statement Re-Release Blocked
access_control
financial
false
3
2
1
Step 2: expected blocked, got allowed
full
s212
Financial Cross-Role Data Leak
access_control
financial
true
3
3
0
full
s213
Financial Partial Export Masking Failure
pii_in_shared_memory
financial
false
1
0
1
Step 1: expected blocked, got allowed
full
s219
Financial Zombie Account Record
retention_violation
financial
false
2
1
1
Step 2: expected blocked, got allowed
full
s224
Financial Memory Poisoning via Fake Transaction
pii_in_shared_memory
financial
false
2
2
0
Audit entries below minimum: expected at least 2, got 1
full
s229
Financial Audit Trail Tampering After Blocked Export
audit_completeness
financial
true
2
2
0
full
s234
Financial Silent Policy Bypass via Scope Mislabeling
access_control
financial
false
1
0
1
Step 1: expected blocked, got allowed
End of preview. Expand in Data Studio

ComplianceMAS-Results

Companion experiment results dataset for ComplianceMAS-Bench.

Contains per-scenario compliance pass/fail results across 7 experimental configurations.

Configurations

Baseline Description Pass Rate
full Complete middleware (PII + RBAC + TTL + Audit) 42.4%
none No compliance middleware 23.4%
rbac RBAC only 25.3%
ablation_no_pii Full minus PII scanner 42.4%
ablation_no_rbac Full minus RBAC 40.5%
ablation_no_ttl Full minus TTL enforcer 25.3%
ablation_no_audit Full minus audit logger 42.4%

Columns

Column Description
baseline Experiment configuration name
scenario_id Scenario identifier (e.g. s010)
name Scenario name
category Failure mode category
domain Regulated domain
compliance_pass true/false — did scenario pass compliance check
num_operations Total operations in scenario
num_passed Operations that passed
num_failed Operations that failed
violations Violation details if any

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