task_id
stringlengths
10
25
title
stringlengths
1
79
category
stringclasses
18 values
difficulty
stringclasses
4 values
has_generator
bool
1 class
ablation_scores
stringlengths
82
127
tni
float32
-2
2
classification
stringclasses
4 values
P6_license_check
License Check
Policy
easy
true
{"oracle":0.2866666667,"restricted":0.19,"team":1.0,"team_no_plan":0.19,"team_no_verify":1.0}
2
TEAM-HELPS
P7_data_retention
Data Retention
Policy
medium
true
{"oracle":0.2966666667,"restricted":0.26,"team":1.0,"team_no_plan":0.0,"team_no_verify":1.0}
null
TEAM-HELPS
P8_access_control
Access Control
Policy
hard
true
{"oracle":0.3,"restricted":0.3,"team":0.4,"team_no_plan":0.4,"team_no_verify":0.4}
null
TEAM-HELPS
PIPE1_etl_fix
Etl Fix
Pipeline
medium
true
{"oracle":0.2433333333,"restricted":0.12,"team":0.2433333333,"team_no_plan":0.2133333333,"team_no_verify":0.2433333333}
1
HIGH-TNI
PIPE2_api_gateway
Api Gateway
Pipeline
medium
true
{"oracle":0.92,"restricted":0.92,"team":0.0,"team_no_plan":0.92,"team_no_verify":1.0}
null
TEAM-HURTS
PIPE2_data_pipeline
Data Pipeline
Pipeline
hard
true
{"oracle":0.8,"restricted":0.8,"team":0.8,"team_no_plan":0.8,"team_no_verify":0.8}
null
NEUTRAL
PIPE3_msg_queue
Msg Queue
Pipeline
hard
true
{"oracle":0.77,"restricted":0.77,"team":0.0,"team_no_plan":0.62,"team_no_verify":0.85}
null
TEAM-HURTS
PIPE3_stream_processing
Stream Processing
Pipeline
hard
true
{"oracle":1.0,"restricted":1.0,"team":1.0,"team_no_plan":0.0,"team_no_verify":1.0}
null
NEUTRAL
PIPE4_ci_cd
Ci Cd
Pipeline
medium
true
{"oracle":0.93,"restricted":0.93,"team":1.0,"team_no_plan":0.93,"team_no_verify":1.0}
null
TEAM-HELPS
S1_hidden_spec
Hidden Spec
Software Eng.
hard
true
{"oracle":0.0,"restricted":0.0,"team":0.0,"team_no_plan":0.0,"team_no_verify":0.0}
null
NEUTRAL
S2_dependency_conflict
Dependency Conflict
Software Eng.
hard
true
{"oracle":0.25,"restricted":0.25,"team":0.0,"team_no_plan":0.25,"team_no_verify":0.25}
null
TEAM-HURTS
S3_refactor_extract
Refactor Extract
Software Eng.
hard
true
{"oracle":0.17,"restricted":0.17,"team":0.17,"team_no_plan":0.17,"team_no_verify":0.0}
null
NEUTRAL
S4_backward_compat
Backward Compat
Software Eng.
hard
true
{"oracle":0.21,"restricted":0.21,"team":0.21,"team_no_plan":0.21,"team_no_verify":0.29}
null
NEUTRAL
S5_error_handling
Error Handling
Software Eng.
medium
true
{"oracle":0.0666666667,"restricted":0.0233333333,"team":0.11,"team_no_plan":0.11,"team_no_verify":0.0433333333}
null
TEAM-HELPS
S6_caching
Caching
Software Eng.
hard
true
{"oracle":0.0,"restricted":0.62,"team":0.0,"team_no_plan":0.62,"team_no_verify":0.62}
1
TEAM-HURTS
S7_env_config
Env Config
Software Eng.
easy
true
{"oracle":0.2366666667,"restricted":0.2366666667,"team":0.2866666667,"team_no_plan":0.2366666667,"team_no_verify":0.2866666667}
null
TEAM-HELPS
SCALE1_codebase_migration
Codebase Migration
Software Eng.
expert
true
{"oracle":0.19,"restricted":0.19,"team":0.2366666667,"team_no_plan":0.2133333333,"team_no_verify":0.2366666667}
null
NEUTRAL
SEC1_vuln_patch
Vuln Patch
Security
hard
true
{"oracle":0.0,"restricted":0.0,"team":0.0,"team_no_plan":0.0,"team_no_verify":0.0}
null
NEUTRAL
SEC2_auth_bypass
Auth Bypass
Security
hard
true
{"oracle":0.9,"restricted":0.6,"team":0.7,"team_no_plan":0.9,"team_no_verify":0.7}
0.3333
HIGH-TNI
SEC3_crypto_upgrade
Crypto Upgrade
Security
hard
true
{"oracle":0.2833333333,"restricted":0.18,"team":0.3066666667,"team_no_plan":0.2566666667,"team_no_verify":0.18}
1.2258
HIGH-TNI
SEC4_input_validation
Input Validation
Security
hard
true
{"oracle":0.31,"restricted":0.31,"team":0.0,"team_no_plan":0.31,"team_no_verify":0.38}
null
TEAM-HURTS
SEC5_secrets_rotation
Secrets Rotation
Security
hard
true
{"oracle":0.3066666667,"restricted":0.23,"team":0.64,"team_no_plan":0.0,"team_no_verify":1.0}
2
TEAM-HELPS
SEC6_csrf_protection
Csrf Protection
Security
medium
true
{"oracle":0.85,"restricted":0.46,"team":0.46,"team_no_plan":0.77,"team_no_verify":0.54}
0
NEUTRAL
SEC7_rate_limiting
Rate Limiting
Security
hard
true
{"oracle":0.47,"restricted":0.53,"team":0.6,"team_no_plan":0.33,"team_no_verify":0.67}
-1.1667
TEAM-HELPS
SEC8_dependency_audit
Dependency Audit
Security
expert
true
{"oracle":0.83,"restricted":0.92,"team":0.92,"team_no_plan":0.83,"team_no_verify":0.67}
0
NEUTRAL
SEC9_vuln_triage
Vuln Triage
Security
hard
true
{"oracle":0.77,"restricted":0.69,"team":0.0,"team_no_plan":0.62,"team_no_verify":0.77}
-2
TEAM-HURTS
SPEC1_feature_impl
Feature Impl
Software Eng.
hard
true
{"oracle":0.45,"restricted":0.45,"team":0.0,"team_no_plan":0.09,"team_no_verify":0.09}
null
TEAM-HURTS
SPEC2_api_design
Api Design
Specification
medium
true
{"oracle":0.75,"restricted":0.67,"team":0.67,"team_no_plan":0.67,"team_no_verify":0.75}
0
NEUTRAL
SPEC3_data_model
Data Model
Specification
medium
true
{"oracle":0.262,"restricted":0.0,"team":0.262,"team_no_plan":0.0,"team_no_verify":0.0}
1
HIGH-TNI
SPEC4_migration
Migration
Data Engineering
hard
true
{"oracle":0.0,"restricted":0.85,"team":0.85,"team_no_plan":0.85,"team_no_verify":0.85}
0
NEUTRAL
SPEC5_config_system
Config System
Specification
hard
true
{"oracle":0.4566666667,"restricted":0.0,"team":0.4566666667,"team_no_plan":0.0,"team_no_verify":0.0}
1
HIGH-TNI
SPEC6_rfc_impl
Rfc Impl
Software Eng.
hard
true
{"oracle":0.95,"restricted":0.95,"team":1.0,"team_no_plan":0.95,"team_no_verify":1.0}
null
TEAM-HELPS
SPEC7_config_schema
Config Schema
Software Eng.
hard
true
{"oracle":1.0,"restricted":0.9167,"team":1.0,"team_no_plan":1.0,"team_no_verify":1.0}
1
TEAM-HELPS
SQL1_query_repair
Query Repair
Data Engineering
medium
true
{"oracle":0.0,"restricted":0.0,"team":0.0,"team_no_plan":0.0,"team_no_verify":0.0}
null
NEUTRAL
SQL2_query_optimize
Query Optimize
Data Engineering
hard
true
{"oracle":0.47,"restricted":0.87,"team":0.87,"team_no_plan":0.47,"team_no_verify":0.47}
0
NEUTRAL
SYNTH1_distributed_debug
Distributed Debug
Distributed Systems
expert
true
{"oracle":0.09,"restricted":0.09,"team":0.1833333333,"team_no_plan":0.06,"team_no_verify":0.15}
null
TEAM-HELPS
TEST1_spec_to_tests
Spec To Tests
Testing
medium
true
{"oracle":0.2333333333,"restricted":0.1,"team":0.2666666667,"team_no_plan":0.2333333333,"team_no_verify":0.2666666667}
1.25
HIGH-TNI
TEST2_regression
Regression
Testing
hard
true
{"oracle":0.0,"restricted":0.0,"team":0.6666666667,"team_no_plan":0.5766666667,"team_no_verify":1.0}
null
TEAM-HELPS
TEST3_integration
Integration
Testing
hard
true
{"oracle":0.0,"restricted":0.0,"team":0.3066666667,"team_no_plan":0.2766666667,"team_no_verify":0.2766666667}
null
TEAM-HELPS
TEST4_property
Property
Testing
hard
true
{"oracle":0.2866666667,"restricted":0.0,"team":0.2866666667,"team_no_plan":0.2866666667,"team_no_verify":0.2866666667}
1
HIGH-TNI
TEST5_mutation_resistant
Mutation Resistant
Testing
hard
true
{"oracle":0.2233333333,"restricted":0.2233333333,"team":0.2766666667,"team_no_plan":0.2766666667,"team_no_verify":0.3066666667}
null
TEAM-HELPS
TEST6_property_based
Property Based
Testing
hard
true
{"oracle":0.3,"restricted":0.1,"team":0.6666666667,"team_no_plan":0.1,"team_no_verify":1.0}
2
HIGH-TNI
TEST7_integration_suite
Integration Suite
Testing
hard
true
{"oracle":0.0,"restricted":0.2666666667,"team":1.0,"team_no_plan":0.2666666667,"team_no_verify":1.0}
-2
TEAM-HELPS
TEST8_unit_basic
Unit Basic
Testing
easy
true
{"oracle":0.75,"restricted":0.75,"team":0.88,"team_no_plan":0.88,"team_no_verify":0.88}
null
TEAM-HELPS
TEST9_mock_service
Mock Service
Testing
medium
true
{"oracle":0.2966666667,"restricted":0.0,"team":0.3333333333,"team_no_plan":0.26,"team_no_verify":1.0}
1.1236
HIGH-TNI
TRAP1_spec_conflict
Spec Conflict
Adversarial
hard
true
{"oracle":1.0,"restricted":1.0,"team":1.0,"team_no_plan":1.0,"team_no_verify":1.0}
null
NEUTRAL
TRAP2_false_fix
8 reported bugs: 5 genuine bugs + 3 intentional design choices per ARCHITECTURE
Adversarial
hard
true
{"oracle":1.0,"restricted":0.9166666667,"team":1.0,"team_no_plan":1.0,"team_no_verify":0.7916666667}
1
TEAM-HELPS
TRAP3_metric_mirage
Metric Mirage
Operations
expert
true
{"oracle":0.4,"restricted":0.4,"team":0.6,"team_no_plan":0.4,"team_no_verify":0.4}
null
TEAM-HELPS
TRAP4_version_paradox
v2->v3 migration; 2/6 patterns must remain as shims for vendored dependency
Adversarial
hard
true
{"oracle":0.5533333333,"restricted":0.3033333333,"team":0.5266666667,"team_no_plan":0.5533333333,"team_no_verify":0.3033333333}
0.8933
HIGH-TNI
TRAP5_security_theater
Security Theater
Adversarial
hard
true
{"oracle":0.71,"restricted":0.71,"team":0.71,"team_no_plan":0.71,"team_no_verify":0.79}
null
NEUTRAL
TRAP6_deprecated_api
Deprecated Api
Adversarial
hard
true
{"oracle":1.0,"restricted":1.0,"team":1.0,"team_no_plan":0.0,"team_no_verify":1.0}
null
NEUTRAL
TRAP7_test_pollution
Test Pollution
Adversarial
hard
true
{"oracle":0.8,"restricted":0.8,"team":0.8,"team_no_plan":0.8,"team_no_verify":0.8}
null
NEUTRAL
TRAP8_config_override
Config Override
Adversarial
hard
true
{"oracle":0.9,"restricted":0.9,"team":0.9,"team_no_plan":0.9,"team_no_verify":0.9}
null
NEUTRAL