Datasets:
unique_id stringlengths 56 84 | subset stringclasses 2
values | split stringclasses 1
value | task_type stringclasses 9
values | prompt stringclasses 9
values | json_schema stringclasses 1
value | input_jsonl stringlengths 820k 873k | ground_truth_json stringlengths 839 9.77k | answer_schema_name stringclasses 1
value | input_record_count int64 500 500 | record_start int64 0 5.8k | record_end int64 500 6.3k | slice_jsonl_path stringlengths 160 216 | score_fields listlengths 1 1 | difficulty_tags listlengths 6 6 | reasoning_family stringclasses 9
values | candidate_count int64 1 11 | distractor_count int64 0 347 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.000 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 4,650 | 5,150 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 4 | 184 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.001 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 3,300 | 3,800 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 4 | 121 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.002 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 5,500 | 6,000 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 3 | 150 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.003 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 3,250 | 3,750 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 3 | 62 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.004 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 5,000 | 5,500 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 158 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.005 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 4,950 | 5,450 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 145 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.006 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 5,700 | 6,200 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 103 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.007 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 4,850 | 5,350 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 95 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.008 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 4,750 | 5,250 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 95 |
flaws_cloudtrail.hard.cloudtrail_request_parameter_event_principal_symdiff_rank1.009 | flaws_cloudtrail | test | hard_cloudtrail_request_parameter_event_principal_symdiff_rank1 | "Use only the 500-record CloudTrail JSONL slice. Do not start from a named anchor. Across these nest(...TRUNCATED) | "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"$id\": \"https://jsonsecur(...TRUNCATED) | "{\"benchmark_source\": \"flaws_cloudtrail\", \"source_file\": \"flaws_cloudtrail_logs/flaws_cloudtr(...TRUNCATED) | "{\"task_type\":\"multi_hop_record_answer\",\"dataset\":\"flaws_cloudtrail\",\"reasoning_type\":\"ra(...TRUNCATED) | multi_hop_record_answer | 500 | 4,900 | 5,400 | "artifacts/cybersec_jsonschemabench_hard_v1/slices/flaws_cloudtrail/cloudtrail_request_parameter_eve(...TRUNCATED) | [
"answer_record_ids"
] | ["unanchored_selection","ranked_selection","nested_request_parameters","dual_projection","symmetric_(...TRUNCATED) | cloudtrail_request_parameter_event_principal_symdiff_rank1 | 2 | 89 |
End of preview. Expand in Data Studio
CybersecJSONSchemaBench Hard
This hard split is a JSONSchemaBench-style cybersecurity benchmark built from normalized CloudTrail and Suricata EVE records. It replaces anchored lookup questions with unanchored, deterministic multi-hop reasoning programs over large nested JSONL slices.
Each row includes:
unique_idjson_schemapromptinput_jsonlground_truth_jsonreasoning_familycandidate_countdistractor_count
Current Version
- benchmark version:
1.0.0-hard - total rows:
100 - window size:
500JSONL records - split:
test - sources:
flaws_cloudtrail,suricata_eve
Evaluation
The local scorer validates model output against multi_hop_record_answer and
scores exact ordered answer_record_ids. Gold answers are generated by
deterministic task programs and then recomputed from each serialized slice.
- Downloads last month
- 61