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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
id: string
language: string
vulnerable_code: string
patched_code: string
cwe: string
severity: string
explanation: string
attack_scenario: string
secure_fix: string
source: string
source_license: string
is_vulnerable: bool
split: string
fingerprint: string
added_at: string
references: list<item: string>
  child 0, item: string
cve: string
owasp: null
cvss: double
explanation_source: string
has_trajectory: bool
trajectory: list<item: struct<step: int64, phase: string, action: string, observation: string>>
  child 0, item: struct<step: int64, phase: string, action: string, observation: string>
      child 0, step: int64
      child 1, phase: string
      child 2, action: string
      child 3, observation: string
sample_type: string
patch_alternative: string
dpo_type: string
dpo_chosen: string
dpo_rejected: string
chosen_label: string
rejected_label: string
chosen_explanation: string
rejected_explanation: string
commit_message: string
repo_url: string
file_paths: list<item: string>
  child 0, item: string
has_pipeline: bool
pipeline: list<item: struct<stage: string, action: string, observation: string>>
  child 0, item: struct<stage: string, action: string, observation: string>
      child 0, stage: string
      child 1, action: string
      child 2, observation: string
pipeline_goal: string
vulnerability_class: string
root_cause: string
exploit_primitive: string
impact: string
exploit_code: string
has_exploit: bool
edb_id: string
exploit_platform: string
exploit_type: string
messages: list<item: struct<role: string, content: string>>
  child 0, item: struct<role: string, content: string>
      child 0, role: string
      child 1, content: string
_meta: struct<id: string, cwe: string, severity: string, language: string, source: string, split: string, i (... 19 chars omitted)
  child 0, id: string
  child 1, cwe: string
  child 2, severity: string
  child 3, language: string
  child 4, source: string
  child 5, split: string
  child 6, is_vulnerable: bool
to
{'messages': List({'role': Value('string'), 'content': Value('string')}), '_meta': {'id': Value('string'), 'cwe': Value('string'), 'severity': Value('string'), 'language': Value('string'), 'source': Value('string'), 'split': Value('string'), 'is_vulnerable': Value('bool')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              id: string
              language: string
              vulnerable_code: string
              patched_code: string
              cwe: string
              severity: string
              explanation: string
              attack_scenario: string
              secure_fix: string
              source: string
              source_license: string
              is_vulnerable: bool
              split: string
              fingerprint: string
              added_at: string
              references: list<item: string>
                child 0, item: string
              cve: string
              owasp: null
              cvss: double
              explanation_source: string
              has_trajectory: bool
              trajectory: list<item: struct<step: int64, phase: string, action: string, observation: string>>
                child 0, item: struct<step: int64, phase: string, action: string, observation: string>
                    child 0, step: int64
                    child 1, phase: string
                    child 2, action: string
                    child 3, observation: string
              sample_type: string
              patch_alternative: string
              dpo_type: string
              dpo_chosen: string
              dpo_rejected: string
              chosen_label: string
              rejected_label: string
              chosen_explanation: string
              rejected_explanation: string
              commit_message: string
              repo_url: string
              file_paths: list<item: string>
                child 0, item: string
              has_pipeline: bool
              pipeline: list<item: struct<stage: string, action: string, observation: string>>
                child 0, item: struct<stage: string, action: string, observation: string>
                    child 0, stage: string
                    child 1, action: string
                    child 2, observation: string
              pipeline_goal: string
              vulnerability_class: string
              root_cause: string
              exploit_primitive: string
              impact: string
              exploit_code: string
              has_exploit: bool
              edb_id: string
              exploit_platform: string
              exploit_type: string
              messages: list<item: struct<role: string, content: string>>
                child 0, item: struct<role: string, content: string>
                    child 0, role: string
                    child 1, content: string
              _meta: struct<id: string, cwe: string, severity: string, language: string, source: string, split: string, i (... 19 chars omitted)
                child 0, id: string
                child 1, cwe: string
                child 2, severity: string
                child 3, language: string
                child 4, source: string
                child 5, split: string
                child 6, is_vulnerable: bool
              to
              {'messages': List({'role': Value('string'), 'content': Value('string')}), '_meta': {'id': Value('string'), 'cwe': Value('string'), 'severity': Value('string'), 'language': Value('string'), 'source': Value('string'), 'split': Value('string'), 'is_vulnerable': Value('bool')}}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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messages
list
_meta
dict
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "5695855aa235", "cwe": "CWE-CLEAN", "severity": "clean", "language": "java", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "0025ced14f11", "cwe": "CWE-254", "severity": "high", "language": "c", "source": "bigvul:cve-2015-3412", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ghsa_hrxh-9w67-g4cv", "cwe": "CWE-281", "severity": "medium", "language": "go", "source": "github_advisory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-362", "severity": "high", "language": "python", "source": "agentic_trajectory_v2", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "e98729855827", "cwe": "CWE-CLEAN", "severity": "clean", "language": "kotlin", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-363_java_91b21da77a64", "cwe": "CWE-363", "severity": "medium", "language": "java", "source": "rare_cwe_gen_nvidia", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "4233fe30a354", "cwe": "CWE-CLEAN", "severity": "clean", "language": "javascript", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-420_python_d8f41fadfa12", "cwe": "CWE-420", "severity": "low", "language": "python", "source": "rare_cwe_gen_nvidia", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "real_a856209c43e6", "cwe": "CWE-287", "severity": "low", "language": "python", "source": "osv:GHSA-j527-v579-m98h", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-841_java_f023003399ab", "cwe": "CWE-841", "severity": "high", "language": "java", "source": "rare_cwe_gen_nvidia", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "35a718106782", "cwe": "CWE-CLEAN", "severity": "clean", "language": "go", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-616_javascript_fe3cc5f648dd", "cwe": "CWE-616", "severity": "medium", "language": "javascript", "source": "rare_cwe_gen_nvidia", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "8253f2a1239c", "cwe": "CWE-CLEAN", "severity": "clean", "language": "javascript", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-1204_java_03feece465c5", "cwe": "CWE-1204", "severity": "high", "language": "java", "source": "rare_cwe_gen_mistral", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "6e711f67ec96", "cwe": "CWE-200", "severity": "medium", "language": "java", "source": "nvd:cve-2025-61885", "split": "test", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "442d20956fe0", "cwe": "CWE-CLEAN", "severity": "clean", "language": "ruby", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "7a953fcf6516", "cwe": "CWE-98", "severity": "high", "language": "php", "source": "nvd:cve-2026-22371", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "2f11ac186a86", "cwe": "CWE-287", "severity": "critical", "language": "go", "source": "osv:ghsa-5cx5-wh4m-82fh", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "rare_CWE-237_java_d70318678d00", "cwe": "CWE-237", "severity": "medium", "language": "java", "source": "rare_cwe_gen_mistral", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "2439f879a3f4", "cwe": "CWE-CLEAN", "severity": "clean", "language": "c", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-78", "severity": "critical", "language": "php", "source": "agentic_trajectory_v2", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "cvefixes_CVE-2014-4348", "cwe": "CWE-79", "severity": "low", "language": "php", "source": "cvefixes", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "9aedd842e040", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ghsa_h362-m8f2-5x7c", "cwe": "CWE-327", "severity": "medium", "language": "java", "source": "github_advisory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "600830d78397", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-502", "severity": "medium", "language": "ruby", "source": "synthetic_vuln_gen", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ghsa_2jfv-g3fh-xq3v", "cwe": "CWE-400", "severity": "medium", "language": "rust", "source": "github_advisory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "8b794c4f1273", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-639", "severity": "high", "language": "python", "source": "agentic_trajectory_v2", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "481af90ac034", "cwe": "CWE-CLEAN", "severity": "clean", "language": "kotlin", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "620ff0eaacfd", "cwe": "CWE-CLEAN", "severity": "clean", "language": "ruby", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ea651101e7f6", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "11f6ae075783", "cwe": "CWE-79", "severity": "medium", "language": "javascript", "source": "nvd:cve-2026-33406", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "real_6dbe51f12699", "cwe": "CWE-22", "severity": "high", "language": "php", "source": "osv:GHSA-83xq-8jxj-4rxm", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "07d1507e37cb", "cwe": "CWE-399", "severity": "high", "language": "c", "source": "bigvul:cve-2013-2902", "split": "test", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "86a44a1ad56f", "cwe": "CWE-284", "severity": "high", "language": "javascript", "source": "hitoshura25:crossvul:crossvul", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "c67321cad863", "cwe": "CWE-400", "severity": "high", "language": "rust", "source": "osv:ghsa-4cww-f7w5-x525", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "2a30f1d45af3", "cwe": "CWE-269", "severity": "high", "language": "csharp", "source": "osv:ghsa-g3q9-xf95-8hp5", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ghsa_j4rw-x3vg-c8r7", "cwe": "CWE-1321", "severity": "medium", "language": "javascript", "source": "github_advisory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-918", "severity": "high", "language": "python", "source": "dpo_pairs", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "", "cwe": "CWE-943", "severity": "high", "language": "python", "source": "agentic_trajectory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "ghsa_vw57-55f8-c73q", "cwe": "CWE-352", "severity": "medium", "language": "go", "source": "github_advisory", "split": "train", "is_vulnerable": true }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "0ec6ddf5a9fb", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
[ { "role": "system", "content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"...
{ "id": "e2706418d9ac", "cwe": "CWE-CLEAN", "severity": "clean", "language": "python", "source": "hard_negative_v4", "split": "train", "is_vulnerable": false }
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