Remove stale benchmark/ v1 directory (superseded by benchmark_v2/)
Browse files- benchmark/benchmark_meta.json +0 -762
- benchmark/gpt5_zero_shot_results.json +0 -1
- benchmark/task1_exploit_clf/meta.json +0 -423
- benchmark/task1_exploit_clf/test.jsonl +0 -0
- benchmark/task1_exploit_clf/train.jsonl +0 -3
- benchmark/task1_exploit_clf/val.jsonl +0 -0
- benchmark/task2_cve_linkage/corpus.jsonl +0 -3
- benchmark/task2_cve_linkage/meta.json +0 -66
- benchmark/task2_cve_linkage/test.jsonl +0 -0
- benchmark/task2_cve_linkage/train.jsonl +0 -3
- benchmark/task2_cve_linkage/val.jsonl +0 -0
- benchmark/task3_severity/meta.json +0 -59
- benchmark/task3_severity/test.jsonl +0 -3
- benchmark/task3_severity/train.jsonl +0 -0
- benchmark/task3_severity/val.jsonl +0 -3
- benchmark/task4_hacker_exploit_labeling/meta.json +0 -127
- benchmark/task4_hacker_exploit_labeling/test.jsonl +0 -3
- benchmark/task4_hacker_exploit_labeling/train.jsonl +0 -3
- benchmark/task4_hacker_exploit_labeling/val.jsonl +0 -0
- benchmark/task5_hacker_signal_detection/corpus.jsonl +0 -3
- benchmark/task5_hacker_signal_detection/meta.json +0 -85
- benchmark/task5_hacker_signal_detection/test.jsonl +0 -0
- benchmark/task5_hacker_signal_detection/train.jsonl +0 -0
- benchmark/task5_hacker_signal_detection/val.jsonl +0 -0
benchmark/benchmark_meta.json
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{
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"task1": {
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"task": "exploit_relevance_classification",
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"description": "Source-controlled binary classification: given a post or advisory text, predict whether it is CVE-linked exploit-relevant (1) or not (0). Each source/split contributes balanced positives and negatives from the same source to remove source-membership confounding.",
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"label_map": {
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"0": "not_exploit_relevant",
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"1": "exploit_relevant"
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},
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"candidate_sources": [
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"0x00sec",
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"cisa_kev",
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"cvefixes",
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"dtl_exploits",
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"evolution",
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"exploitdb",
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"gayanku",
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"github_advisory",
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"hacker_exploits",
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"hackerone",
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"hackersploit",
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"hackforums",
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"hackthebox",
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"kaeli_hacker",
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"parrotsec",
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"seebug",
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"vulnlab",
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"zeroday",
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"zeroscience"
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],
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"labeling_rule": "positive if post ID appears in the same source CVE index; negative if from the same source/split, absent from the CVE index, and containing no CVE token",
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"source_split_sampling": {
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"zeroscience": {
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"train": {
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},
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"val": {
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},
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"test": {
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}
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},
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"hackerone": {
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"train": {
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"positive_available": 425,
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},
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"val": {
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"positive_used": 205,
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},
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"test": {
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"positive_used": 30,
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"negative_used": 30
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}
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},
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"vulnlab": {
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"train": {
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"val": {
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}
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},
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"seebug": {
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"val": {
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}
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},
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}
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},
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}
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},
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}
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},
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},
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-
"0": 836,
|
| 412 |
-
"1": 836
|
| 413 |
-
},
|
| 414 |
-
"val": {
|
| 415 |
-
"0": 220,
|
| 416 |
-
"1": 220
|
| 417 |
-
},
|
| 418 |
-
"test": {
|
| 419 |
-
"0": 194,
|
| 420 |
-
"1": 194
|
| 421 |
-
}
|
| 422 |
-
},
|
| 423 |
-
"total": 2500
|
| 424 |
-
},
|
| 425 |
-
"task2": {
|
| 426 |
-
"task": "cve_linkage_retrieval",
|
| 427 |
-
"description": "Retrieval task: given a post or advisory text, retrieve the correct NVD CVE record from a corpus of ~340K CVE descriptions. Evaluated as a ranking problem.",
|
| 428 |
-
"query_sources": [
|
| 429 |
-
"exploitdb",
|
| 430 |
-
"dtl_exploits",
|
| 431 |
-
"github_advisory",
|
| 432 |
-
"hackerone",
|
| 433 |
-
"zeroscience",
|
| 434 |
-
"vulnlab",
|
| 435 |
-
"cisa_kev",
|
| 436 |
-
"zeroday",
|
| 437 |
-
"cvefixes"
|
| 438 |
-
],
|
| 439 |
-
"quality_controlled": true,
|
| 440 |
-
"quality_sources": [
|
| 441 |
-
"cisa_kev",
|
| 442 |
-
"cvefixes",
|
| 443 |
-
"dtl_exploits",
|
| 444 |
-
"hackerone"
|
| 445 |
-
],
|
| 446 |
-
"min_query_tokens": 8,
|
| 447 |
-
"query_text_rule": "exploit_text, falling back to title when body text is absent",
|
| 448 |
-
"skipped": {
|
| 449 |
-
"quality_source_filter": 50561,
|
| 450 |
-
"empty_or_short_query": 0,
|
| 451 |
-
"duplicate": 0,
|
| 452 |
-
"missing_id_or_cve": 0
|
| 453 |
-
},
|
| 454 |
-
"corpus_source": "nvd",
|
| 455 |
-
"corpus_size": 340536,
|
| 456 |
-
"unique_query_cves": 31748,
|
| 457 |
-
"split_boundaries": {
|
| 458 |
-
"train_end": "2022-01-01",
|
| 459 |
-
"val_end": "2024-01-01"
|
| 460 |
-
},
|
| 461 |
-
"metrics": [
|
| 462 |
-
"recall_at_1",
|
| 463 |
-
"recall_at_5",
|
| 464 |
-
"recall_at_10",
|
| 465 |
-
"mrr"
|
| 466 |
-
],
|
| 467 |
-
"splits": {
|
| 468 |
-
"train": 40698,
|
| 469 |
-
"val": 2551,
|
| 470 |
-
"test": 550
|
| 471 |
-
},
|
| 472 |
-
"query_source_distribution_by_split": {
|
| 473 |
-
"train": {
|
| 474 |
-
"cisa_kev": 311,
|
| 475 |
-
"cvefixes": 6770,
|
| 476 |
-
"dtl_exploits": 33015,
|
| 477 |
-
"hackerone": 602
|
| 478 |
-
},
|
| 479 |
-
"val": {
|
| 480 |
-
"cisa_kev": 742,
|
| 481 |
-
"cvefixes": 1592,
|
| 482 |
-
"hackerone": 217
|
| 483 |
-
},
|
| 484 |
-
"test": {
|
| 485 |
-
"cisa_kev": 515,
|
| 486 |
-
"hackerone": 35
|
| 487 |
-
}
|
| 488 |
-
},
|
| 489 |
-
"total_queries": 43799
|
| 490 |
-
},
|
| 491 |
-
"task3": {
|
| 492 |
-
"task": "severity_prediction",
|
| 493 |
-
"description": "4-class classification: given an advisory or post text, predict the vulnerability severity as critical / high / medium / low.",
|
| 494 |
-
"label_map": {
|
| 495 |
-
"0": "low",
|
| 496 |
-
"1": "medium",
|
| 497 |
-
"2": "high",
|
| 498 |
-
"3": "critical"
|
| 499 |
-
},
|
| 500 |
-
"sources": [
|
| 501 |
-
"cisa_kev",
|
| 502 |
-
"github_advisory",
|
| 503 |
-
"hackerone",
|
| 504 |
-
"vulnlab",
|
| 505 |
-
"zeroscience"
|
| 506 |
-
],
|
| 507 |
-
"split_boundaries": {
|
| 508 |
-
"train_end": "2022-01-01",
|
| 509 |
-
"val_end": "2024-01-01"
|
| 510 |
-
},
|
| 511 |
-
"metrics": [
|
| 512 |
-
"f1_macro",
|
| 513 |
-
"accuracy",
|
| 514 |
-
"f1_per_class"
|
| 515 |
-
],
|
| 516 |
-
"text_preprocessing": "explicit severity and CVSS label strings stripped from model input after label extraction",
|
| 517 |
-
"class_distribution": {
|
| 518 |
-
"high": 10497,
|
| 519 |
-
"medium": 13074,
|
| 520 |
-
"critical": 5649,
|
| 521 |
-
"low": 2124
|
| 522 |
-
},
|
| 523 |
-
"class_distribution_by_split": {
|
| 524 |
-
"train": {
|
| 525 |
-
"critical": 1589,
|
| 526 |
-
"high": 2537,
|
| 527 |
-
"low": 415,
|
| 528 |
-
"medium": 2256
|
| 529 |
-
},
|
| 530 |
-
"val": {
|
| 531 |
-
"critical": 2294,
|
| 532 |
-
"high": 4142,
|
| 533 |
-
"low": 602,
|
| 534 |
-
"medium": 5798
|
| 535 |
-
},
|
| 536 |
-
"test": {
|
| 537 |
-
"critical": 1766,
|
| 538 |
-
"high": 3818,
|
| 539 |
-
"low": 1107,
|
| 540 |
-
"medium": 5020
|
| 541 |
-
}
|
| 542 |
-
},
|
| 543 |
-
"splits": {
|
| 544 |
-
"train": 6797,
|
| 545 |
-
"val": 12836,
|
| 546 |
-
"test": 11711
|
| 547 |
-
},
|
| 548 |
-
"total": 31344
|
| 549 |
-
},
|
| 550 |
-
"task4": {
|
| 551 |
-
"task": "hacker_exploit_labeling",
|
| 552 |
-
"description": "Ternary weak-supervision task over hacker-community messages: non-exploit/noise, vulnerability discussion, or actionable exploit intelligence.",
|
| 553 |
-
"label_map": {
|
| 554 |
-
"0": "non_exploit_noise",
|
| 555 |
-
"1": "vulnerability_discussion",
|
| 556 |
-
"2": "actionable_exploit"
|
| 557 |
-
},
|
| 558 |
-
"sources": [
|
| 559 |
-
"hacker_exploits",
|
| 560 |
-
"cve_hacker_forum",
|
| 561 |
-
"hackforums",
|
| 562 |
-
"hackerone",
|
| 563 |
-
"dtl_exploits",
|
| 564 |
-
"exploitdb_hf",
|
| 565 |
-
"gayanku",
|
| 566 |
-
"evolution",
|
| 567 |
-
"hackersploit",
|
| 568 |
-
"hackthebox",
|
| 569 |
-
"0x00sec",
|
| 570 |
-
"kaeli_hacker"
|
| 571 |
-
],
|
| 572 |
-
"labeling_rule": "actionable_exploit if a source CVE linkage is present and the message contains an actionability cue; vulnerability_discussion if a CVE/vulnerability cue is present without actionability; non_exploit_noise otherwise",
|
| 573 |
-
"actionability_terms": [
|
| 574 |
-
"exploit",
|
| 575 |
-
"proof of concept",
|
| 576 |
-
"poc",
|
| 577 |
-
"metasploit",
|
| 578 |
-
"payload",
|
| 579 |
-
"shellcode",
|
| 580 |
-
"reverse shell",
|
| 581 |
-
"privilege escalation",
|
| 582 |
-
"remote code execution",
|
| 583 |
-
"rce",
|
| 584 |
-
"sql injection",
|
| 585 |
-
"xss",
|
| 586 |
-
"csrf",
|
| 587 |
-
"command injection",
|
| 588 |
-
"buffer overflow",
|
| 589 |
-
"use-after-free",
|
| 590 |
-
"deserialization",
|
| 591 |
-
"bypass",
|
| 592 |
-
"scanner",
|
| 593 |
-
"wpscan",
|
| 594 |
-
"root shell"
|
| 595 |
-
],
|
| 596 |
-
"vulnerability_terms": [
|
| 597 |
-
"cve-",
|
| 598 |
-
"vulnerability",
|
| 599 |
-
"vulnerable",
|
| 600 |
-
"patch",
|
| 601 |
-
"advisory",
|
| 602 |
-
"severity",
|
| 603 |
-
"cvss",
|
| 604 |
-
"zero-day",
|
| 605 |
-
"0day"
|
| 606 |
-
],
|
| 607 |
-
"min_tokens": 12,
|
| 608 |
-
"max_per_label_split": 100000,
|
| 609 |
-
"skipped": {
|
| 610 |
-
"missing_file": 0,
|
| 611 |
-
"missing_date": 0,
|
| 612 |
-
"short_text": 906583
|
| 613 |
-
},
|
| 614 |
-
"split_boundaries": {
|
| 615 |
-
"train_end": "2022-01-01",
|
| 616 |
-
"val_end": "2024-01-01"
|
| 617 |
-
},
|
| 618 |
-
"metrics": [
|
| 619 |
-
"f1_macro",
|
| 620 |
-
"accuracy",
|
| 621 |
-
"f1_per_class"
|
| 622 |
-
],
|
| 623 |
-
"splits": {
|
| 624 |
-
"train": 200382,
|
| 625 |
-
"val": 1933,
|
| 626 |
-
"test": 100963
|
| 627 |
-
},
|
| 628 |
-
"label_distribution_by_split": {
|
| 629 |
-
"train": {
|
| 630 |
-
"0": 100000,
|
| 631 |
-
"1": 100000,
|
| 632 |
-
"2": 382
|
| 633 |
-
},
|
| 634 |
-
"val": {
|
| 635 |
-
"0": 1216,
|
| 636 |
-
"1": 571,
|
| 637 |
-
"2": 146
|
| 638 |
-
},
|
| 639 |
-
"test": {
|
| 640 |
-
"0": 100000,
|
| 641 |
-
"1": 926,
|
| 642 |
-
"2": 37
|
| 643 |
-
}
|
| 644 |
-
},
|
| 645 |
-
"source_distribution_by_split": {
|
| 646 |
-
"train": {
|
| 647 |
-
"cve_hacker_forum": 58,
|
| 648 |
-
"dtl_exploits": 67643,
|
| 649 |
-
"evolution": 7864,
|
| 650 |
-
"exploitdb_hf": 1016,
|
| 651 |
-
"gayanku": 67852,
|
| 652 |
-
"hacker_exploits": 43967,
|
| 653 |
-
"hackerone": 2892,
|
| 654 |
-
"hackersploit": 11,
|
| 655 |
-
"hackforums": 2193,
|
| 656 |
-
"hackthebox": 13,
|
| 657 |
-
"kaeli_hacker": 6873
|
| 658 |
-
},
|
| 659 |
-
"val": {
|
| 660 |
-
"hacker_exploits": 46,
|
| 661 |
-
"hackerone": 1402,
|
| 662 |
-
"hackersploit": 77,
|
| 663 |
-
"hackthebox": 408
|
| 664 |
-
},
|
| 665 |
-
"test": {
|
| 666 |
-
"0x00sec": 100,
|
| 667 |
-
"cve_hacker_forum": 2,
|
| 668 |
-
"hacker_exploits": 100586,
|
| 669 |
-
"hackerone": 101,
|
| 670 |
-
"hackersploit": 1,
|
| 671 |
-
"hackthebox": 73,
|
| 672 |
-
"kaeli_hacker": 100
|
| 673 |
-
}
|
| 674 |
-
},
|
| 675 |
-
"total": 303278
|
| 676 |
-
},
|
| 677 |
-
"task5": {
|
| 678 |
-
"task": "hacker_exploit_signal_detection",
|
| 679 |
-
"description": "Joint task: given a hacker-community message, detect whether it contains actionable exploit intelligence and, when actionable, recover the associated NVD CVE context.",
|
| 680 |
-
"label_map": {
|
| 681 |
-
"0": "not_actionable_exploit_signal",
|
| 682 |
-
"1": "actionable_exploit_signal"
|
| 683 |
-
},
|
| 684 |
-
"sources": [
|
| 685 |
-
"hacker_exploits",
|
| 686 |
-
"cve_hacker_forum",
|
| 687 |
-
"hackforums",
|
| 688 |
-
"hackerone",
|
| 689 |
-
"dtl_exploits",
|
| 690 |
-
"exploitdb_hf",
|
| 691 |
-
"gayanku",
|
| 692 |
-
"evolution",
|
| 693 |
-
"hackersploit",
|
| 694 |
-
"hackthebox",
|
| 695 |
-
"0x00sec",
|
| 696 |
-
"kaeli_hacker"
|
| 697 |
-
],
|
| 698 |
-
"labeling_rule": "positive examples are Task 4 actionable_exploit records with CVE metadata",
|
| 699 |
-
"negative_sampling": "up to two non-actionable messages per actionable message within each temporal split",
|
| 700 |
-
"corpus_source": "nvd",
|
| 701 |
-
"corpus_size": 340536,
|
| 702 |
-
"unique_actionable_cves": 420,
|
| 703 |
-
"split_boundaries": {
|
| 704 |
-
"train_end": "2022-01-01",
|
| 705 |
-
"val_end": "2024-01-01"
|
| 706 |
-
},
|
| 707 |
-
"metrics": [
|
| 708 |
-
"f1_actionable",
|
| 709 |
-
"recall_at_1",
|
| 710 |
-
"recall_at_5",
|
| 711 |
-
"recall_at_10",
|
| 712 |
-
"mrr",
|
| 713 |
-
"joint_recall_at_5"
|
| 714 |
-
],
|
| 715 |
-
"splits": {
|
| 716 |
-
"train": 1146,
|
| 717 |
-
"val": 438,
|
| 718 |
-
"test": 111
|
| 719 |
-
},
|
| 720 |
-
"label_distribution_by_split": {
|
| 721 |
-
"train": {
|
| 722 |
-
"0": 764,
|
| 723 |
-
"1": 382
|
| 724 |
-
},
|
| 725 |
-
"val": {
|
| 726 |
-
"0": 292,
|
| 727 |
-
"1": 146
|
| 728 |
-
},
|
| 729 |
-
"test": {
|
| 730 |
-
"0": 74,
|
| 731 |
-
"1": 37
|
| 732 |
-
}
|
| 733 |
-
},
|
| 734 |
-
"source_distribution_by_split": {
|
| 735 |
-
"train": {
|
| 736 |
-
"cve_hacker_forum": 2,
|
| 737 |
-
"dtl_exploits": 267,
|
| 738 |
-
"evolution": 37,
|
| 739 |
-
"exploitdb_hf": 13,
|
| 740 |
-
"gayanku": 296,
|
| 741 |
-
"hacker_exploits": 162,
|
| 742 |
-
"hackerone": 328,
|
| 743 |
-
"hackforums": 12,
|
| 744 |
-
"hackthebox": 1,
|
| 745 |
-
"kaeli_hacker": 28
|
| 746 |
-
},
|
| 747 |
-
"val": {
|
| 748 |
-
"hacker_exploits": 10,
|
| 749 |
-
"hackerone": 358,
|
| 750 |
-
"hackersploit": 15,
|
| 751 |
-
"hackthebox": 55
|
| 752 |
-
},
|
| 753 |
-
"test": {
|
| 754 |
-
"0x00sec": 6,
|
| 755 |
-
"hacker_exploits": 74,
|
| 756 |
-
"hackerone": 26,
|
| 757 |
-
"hackthebox": 5
|
| 758 |
-
}
|
| 759 |
-
},
|
| 760 |
-
"total": 1695
|
| 761 |
-
}
|
| 762 |
-
}
|
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|
benchmark/gpt5_zero_shot_results.json
DELETED
|
@@ -1 +0,0 @@
|
|
| 1 |
-
{}
|
|
|
|
|
|
benchmark/task1_exploit_clf/meta.json
DELETED
|
@@ -1,423 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"task": "exploit_relevance_classification",
|
| 3 |
-
"description": "Source-controlled binary classification: given a post or advisory text, predict whether it is CVE-linked exploit-relevant (1) or not (0). Each source/split contributes balanced positives and negatives from the same source to remove source-membership confounding.",
|
| 4 |
-
"label_map": {
|
| 5 |
-
"0": "not_exploit_relevant",
|
| 6 |
-
"1": "exploit_relevant"
|
| 7 |
-
},
|
| 8 |
-
"candidate_sources": [
|
| 9 |
-
"0x00sec",
|
| 10 |
-
"cisa_kev",
|
| 11 |
-
"cvefixes",
|
| 12 |
-
"dtl_exploits",
|
| 13 |
-
"evolution",
|
| 14 |
-
"exploitdb",
|
| 15 |
-
"gayanku",
|
| 16 |
-
"github_advisory",
|
| 17 |
-
"hacker_exploits",
|
| 18 |
-
"hackerone",
|
| 19 |
-
"hackersploit",
|
| 20 |
-
"hackforums",
|
| 21 |
-
"hackthebox",
|
| 22 |
-
"kaeli_hacker",
|
| 23 |
-
"parrotsec",
|
| 24 |
-
"seebug",
|
| 25 |
-
"vulnlab",
|
| 26 |
-
"zeroday",
|
| 27 |
-
"zeroscience"
|
| 28 |
-
],
|
| 29 |
-
"labeling_rule": "positive if post ID appears in the same source CVE index; negative if from the same source/split, absent from the CVE index, and containing no CVE token",
|
| 30 |
-
"source_split_sampling": {
|
| 31 |
-
"zeroscience": {
|
| 32 |
-
"train": {
|
| 33 |
-
"positive_available": 329,
|
| 34 |
-
"negative_available": 448,
|
| 35 |
-
"positive_used": 329,
|
| 36 |
-
"negative_used": 329
|
| 37 |
-
},
|
| 38 |
-
"val": {
|
| 39 |
-
"positive_available": 102,
|
| 40 |
-
"negative_available": 15,
|
| 41 |
-
"positive_used": 15,
|
| 42 |
-
"negative_used": 15
|
| 43 |
-
},
|
| 44 |
-
"test": {
|
| 45 |
-
"positive_available": 86,
|
| 46 |
-
"negative_available": 93,
|
| 47 |
-
"positive_used": 86,
|
| 48 |
-
"negative_used": 86
|
| 49 |
-
}
|
| 50 |
-
},
|
| 51 |
-
"hackerone": {
|
| 52 |
-
"train": {
|
| 53 |
-
"positive_available": 425,
|
| 54 |
-
"negative_available": 7497,
|
| 55 |
-
"positive_used": 425,
|
| 56 |
-
"negative_used": 425
|
| 57 |
-
},
|
| 58 |
-
"val": {
|
| 59 |
-
"positive_available": 205,
|
| 60 |
-
"negative_available": 1199,
|
| 61 |
-
"positive_used": 205,
|
| 62 |
-
"negative_used": 205
|
| 63 |
-
},
|
| 64 |
-
"test": {
|
| 65 |
-
"positive_available": 30,
|
| 66 |
-
"negative_available": 116,
|
| 67 |
-
"positive_used": 30,
|
| 68 |
-
"negative_used": 30
|
| 69 |
-
}
|
| 70 |
-
},
|
| 71 |
-
"vulnlab": {
|
| 72 |
-
"train": {
|
| 73 |
-
"positive_available": 0,
|
| 74 |
-
"negative_available": 7,
|
| 75 |
-
"positive_used": 0,
|
| 76 |
-
"negative_used": 0
|
| 77 |
-
},
|
| 78 |
-
"val": {
|
| 79 |
-
"positive_available": 0,
|
| 80 |
-
"negative_available": 1,
|
| 81 |
-
"positive_used": 0,
|
| 82 |
-
"negative_used": 0
|
| 83 |
-
},
|
| 84 |
-
"test": {
|
| 85 |
-
"positive_available": 63,
|
| 86 |
-
"negative_available": 883,
|
| 87 |
-
"positive_used": 63,
|
| 88 |
-
"negative_used": 63
|
| 89 |
-
}
|
| 90 |
-
},
|
| 91 |
-
"seebug": {
|
| 92 |
-
"train": {
|
| 93 |
-
"positive_available": 0,
|
| 94 |
-
"negative_available": 0,
|
| 95 |
-
"positive_used": 0,
|
| 96 |
-
"negative_used": 0
|
| 97 |
-
},
|
| 98 |
-
"val": {
|
| 99 |
-
"positive_available": 0,
|
| 100 |
-
"negative_available": 0,
|
| 101 |
-
"positive_used": 0,
|
| 102 |
-
"negative_used": 0
|
| 103 |
-
},
|
| 104 |
-
"test": {
|
| 105 |
-
"positive_available": 38,
|
| 106 |
-
"negative_available": 2,
|
| 107 |
-
"positive_used": 2,
|
| 108 |
-
"negative_used": 2
|
| 109 |
-
}
|
| 110 |
-
},
|
| 111 |
-
"0x00sec": {
|
| 112 |
-
"train": {
|
| 113 |
-
"positive_available": 0,
|
| 114 |
-
"negative_available": 0,
|
| 115 |
-
"positive_used": 0,
|
| 116 |
-
"negative_used": 0
|
| 117 |
-
},
|
| 118 |
-
"val": {
|
| 119 |
-
"positive_available": 0,
|
| 120 |
-
"negative_available": 0,
|
| 121 |
-
"positive_used": 0,
|
| 122 |
-
"negative_used": 0
|
| 123 |
-
},
|
| 124 |
-
"test": {
|
| 125 |
-
"positive_available": 6,
|
| 126 |
-
"negative_available": 326,
|
| 127 |
-
"positive_used": 6,
|
| 128 |
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| 1 |
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{
|
| 2 |
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|
| 3 |
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| 4 |
-
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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| 19 |
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| 35 |
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| 36 |
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-
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| 39 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
-
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|
| 5 |
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| 6 |
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| 14 |
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| 23 |
-
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| 25 |
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| 1 |
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|
| 2 |
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| 5 |
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| 6 |
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| 8 |
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| 11 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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|
| 22 |
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| 24 |
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| 25 |
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| 26 |
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|
| 28 |
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|
| 29 |
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| 30 |
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| 31 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
-
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
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|
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| 67 |
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|
| 68 |
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| 69 |
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|
| 70 |
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|
| 71 |
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| 72 |
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|
| 73 |
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|
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|
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| 84 |
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|
| 87 |
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|
| 89 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
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"evolution": 7864,
|
| 101 |
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|
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|
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|
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|
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|
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|
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|
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|
| 109 |
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|
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|
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| 115 |
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|
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|
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| 121 |
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"hackersploit": 1,
|
| 122 |
-
"hackthebox": 73,
|
| 123 |
-
"kaeli_hacker": 100
|
| 124 |
-
}
|
| 125 |
-
},
|
| 126 |
-
"total": 303278
|
| 127 |
-
}
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benchmark/task4_hacker_exploit_labeling/test.jsonl
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:1981fc345bfe8e9eb5f65512bfa5f4693de5a21436fe6e3923250224bae36d2a
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| 3 |
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size 95971659
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benchmark/task4_hacker_exploit_labeling/train.jsonl
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:d52fbb2870a66644fbcc4f0481269d9f0b2483ac94700aa8629d01cbce109abd
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benchmark/task4_hacker_exploit_labeling/val.jsonl
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benchmark/task5_hacker_signal_detection/corpus.jsonl
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|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
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oid sha256:875266e9e23a9e7862fe31c0d96ef1ed27828390ab34fa31a4f679feca5d60f8
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| 3 |
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size 123194610
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benchmark/task5_hacker_signal_detection/meta.json
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|
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|
|
| 1 |
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{
|
| 2 |
-
"task": "hacker_exploit_signal_detection",
|
| 3 |
-
"description": "Joint task: given a hacker-community message, detect whether it contains actionable exploit intelligence and, when actionable, recover the associated NVD CVE context.",
|
| 4 |
-
"label_map": {
|
| 5 |
-
"0": "not_actionable_exploit_signal",
|
| 6 |
-
"1": "actionable_exploit_signal"
|
| 7 |
-
},
|
| 8 |
-
"sources": [
|
| 9 |
-
"hacker_exploits",
|
| 10 |
-
"cve_hacker_forum",
|
| 11 |
-
"hackforums",
|
| 12 |
-
"hackerone",
|
| 13 |
-
"dtl_exploits",
|
| 14 |
-
"exploitdb_hf",
|
| 15 |
-
"gayanku",
|
| 16 |
-
"evolution",
|
| 17 |
-
"hackersploit",
|
| 18 |
-
"hackthebox",
|
| 19 |
-
"0x00sec",
|
| 20 |
-
"kaeli_hacker"
|
| 21 |
-
],
|
| 22 |
-
"labeling_rule": "positive examples are Task 4 actionable_exploit records with CVE metadata",
|
| 23 |
-
"negative_sampling": "up to two non-actionable messages per actionable message within each temporal split",
|
| 24 |
-
"corpus_source": "nvd",
|
| 25 |
-
"corpus_size": 340536,
|
| 26 |
-
"unique_actionable_cves": 420,
|
| 27 |
-
"split_boundaries": {
|
| 28 |
-
"train_end": "2022-01-01",
|
| 29 |
-
"val_end": "2024-01-01"
|
| 30 |
-
},
|
| 31 |
-
"metrics": [
|
| 32 |
-
"f1_actionable",
|
| 33 |
-
"recall_at_1",
|
| 34 |
-
"recall_at_5",
|
| 35 |
-
"recall_at_10",
|
| 36 |
-
"mrr",
|
| 37 |
-
"joint_recall_at_5"
|
| 38 |
-
],
|
| 39 |
-
"splits": {
|
| 40 |
-
"train": 1146,
|
| 41 |
-
"val": 438,
|
| 42 |
-
"test": 111
|
| 43 |
-
},
|
| 44 |
-
"label_distribution_by_split": {
|
| 45 |
-
"train": {
|
| 46 |
-
"0": 764,
|
| 47 |
-
"1": 382
|
| 48 |
-
},
|
| 49 |
-
"val": {
|
| 50 |
-
"0": 292,
|
| 51 |
-
"1": 146
|
| 52 |
-
},
|
| 53 |
-
"test": {
|
| 54 |
-
"0": 74,
|
| 55 |
-
"1": 37
|
| 56 |
-
}
|
| 57 |
-
},
|
| 58 |
-
"source_distribution_by_split": {
|
| 59 |
-
"train": {
|
| 60 |
-
"cve_hacker_forum": 2,
|
| 61 |
-
"dtl_exploits": 267,
|
| 62 |
-
"evolution": 37,
|
| 63 |
-
"exploitdb_hf": 13,
|
| 64 |
-
"gayanku": 296,
|
| 65 |
-
"hacker_exploits": 162,
|
| 66 |
-
"hackerone": 328,
|
| 67 |
-
"hackforums": 12,
|
| 68 |
-
"hackthebox": 1,
|
| 69 |
-
"kaeli_hacker": 28
|
| 70 |
-
},
|
| 71 |
-
"val": {
|
| 72 |
-
"hacker_exploits": 10,
|
| 73 |
-
"hackerone": 358,
|
| 74 |
-
"hackersploit": 15,
|
| 75 |
-
"hackthebox": 55
|
| 76 |
-
},
|
| 77 |
-
"test": {
|
| 78 |
-
"0x00sec": 6,
|
| 79 |
-
"hacker_exploits": 74,
|
| 80 |
-
"hackerone": 26,
|
| 81 |
-
"hackthebox": 5
|
| 82 |
-
}
|
| 83 |
-
},
|
| 84 |
-
"total": 1695
|
| 85 |
-
}
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