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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'number_of_questions'}) and 4 missing columns ({'template_count', 'instance_count', 'generated_at', 'k'}).
This happened while the json dataset builder was generating data using
hf://datasets/Neo111x/DFIR-Metric/DFIR-Metric-MCQ.json (at revision 2df2e50d9320ad3926afee551b86a0eaa46e79e8)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
dataset: string
authors: string
sources: string
number_of_questions: int64
questions: list<item: struct<question: string, options: struct<A: string, B: string, C: string, D: string>, answer: string>>
child 0, item: struct<question: string, options: struct<A: string, B: string, C: string, D: string>, answer: string>
child 0, question: string
child 1, options: struct<A: string, B: string, C: string, D: string>
child 0, A: string
child 1, B: string
child 2, C: string
child 3, D: string
child 2, answer: string
to
{'dataset': Value(dtype='string', id=None), 'authors': Value(dtype='string', id=None), 'sources': Value(dtype='string', id=None), 'template_count': Value(dtype='int64', id=None), 'k': Value(dtype='int64', id=None), 'instance_count': Value(dtype='int64', id=None), 'generated_at': Value(dtype='timestamp[ns]', id=None), 'questions': {'challenge': {'answer': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'instance': Value(dtype='int64', id=None), 'instructions': Value(dtype='string', id=None), 'template_id': Value(dtype='int64', id=None)}}}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1436, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1053, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1873, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'number_of_questions'}) and 4 missing columns ({'template_count', 'instance_count', 'generated_at', 'k'}).
This happened while the json dataset builder was generating data using
hf://datasets/Neo111x/DFIR-Metric/DFIR-Metric-MCQ.json (at revision 2df2e50d9320ad3926afee551b86a0eaa46e79e8)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
dataset string | authors string | sources string | template_count int64 | k int64 | instance_count int64 | generated_at timestamp[us] | questions dict |
|---|---|---|---|---|---|---|---|
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>44</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wr... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>39</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wr... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>37</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wr... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>MD5</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include w... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>SHA224</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>SHA224</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>10.12.19.134</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>10.12.53.189</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>10.12.59.139</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{LOG_6F632422}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Thi... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{LOG_3DCE36FB}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Thi... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{LOG_AE2D1BF3}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Thi... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>mgsHMEETuR</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>DBZcAacMW9</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>Fv45Q7egYO</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>v32aZauh2MmwNzmCkDUy</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>LK8NryWlHHVnaxsQotjy</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>smUNiKNIFmnlEE0phpZF</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{HEX_63FA1C858D}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{HEX_7AE874B98D}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{HEX_B43CE2F069}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. T... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{BIN_00011100010010}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challeng... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{BIN_00100011011010}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challeng... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>flag{BIN_11010110000101}</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challeng... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>qnhiencyaldqhdlhyrkcyduuffbpqedmdqmvymsmhqbixzqxgbidkpzhlcgltwizjdvunzsjihbeghhcaaxtvqwwwrprmjcnrtwc</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>framuothwmfeomdivplgslcapjwtsgwctwjcpslpwbreqttoivandmzmezbrezhyckqowuzvvdoojpaqbsgrzlrmkdfikfqliyvp</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>mklthmztzdzdkbfoqyosxhkmxwibhkpkdawcsktqrgqkmggeobelamsrwimxxjhklhgakgmrwwhlnyrngglvijhsecptjbcovitr</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>bzrn</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>jroj</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>spse</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>4</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wri... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>12</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wr... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>8</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include wri... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>1087097836060446553851194091084512746608225516669999925028094655377654805574953873064645478055936</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>7259258203562340306205936504123940159850715465728</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective appro... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>5066242078778330309766358355655432193221531168009531993778860016580182016</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>Sz1lfjjsdMsHgPQV</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>ryIFGiRYWSjNotsK</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>Y9KN8uuY0VgerH6C</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>110395</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>121977</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>72635</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>XNco5</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>tSkUS</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>bE4BV</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may include... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>846052</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>101635</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>731981</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may includ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>c701928226fb25f98bcd926eacbb02e6041426666a74161d1aeeeef6bac30b89</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>59b6a8cc090c92bfa9c846fe9ed1c6790087cc1f5bb84c20a5e55574c005768c</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>69f2428a35f0d37b62dbdab9e97e4151cddfd0b4f651653af2c40e16575a7cc9</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>nwfgyovtchkihkeesdjephyrtejhumxqfzvxxliqashylunuizqxik</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective ... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>dpyualxbgkxrodoznqhgsjsgkyzvzmr</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the c... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>sttanmpyemqbgqaccdvzzbpfpdmkpsgvqjjzaptnidsbghfhapl</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective app... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>RZicgiVMWm</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>GaLjqmMcNt</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>SeAaCiLBDn</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. This may in... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>VohPofagOxziAEtOlwg</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Th... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>JPDREkduxAaNqvzTxvg</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Th... |
DFIR-Metric Dataset (Module II CTF-style challenges) | Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, and Norbert Tihanyi | https://github.com/DFIR-Metric | 50 | 3 | 150 | 2025-05-22T18:13:12 | {
"challenge": {
"answer": "<xml>hywoVLaoBpeVkwxqiVi</xml>",
"description": "You have been given the task of solving the following challenge.\n\n #Instructions:\n a. Carefully read the challenge description.\n b. Determine the most effective approach to solve the challenge. Th... |
End of preview.
DFIR-Metric: A Benchmark Dataset for Evaluating Large Language Models in Digital Forensics and Incident Response Description DFIR-Metric is a comprehensive benchmark developed to assess the performance of Large Language Models (LLMs) in the field of Digital Forensics and Incident Response (DFIR), aiming to fill the gap in standardized evaluation methods. The benchmark comprises three key components: (a) MODULE I: expert-validated knowledge-based questions , (b) MODULE II: realistic forensic challenges that require multi-step reasoning, (c) MODULE III: practical string search tasks derived from the NIST Computer Forensics Tool Testing Program (CFTT). We evaluated state-of-the-art LLMs using the DFIR-Metric benchmark and introduced a new metric—Task Understanding Score (TUS)—to more effectively assess performance in complex scenarios where overall accuracy is low.
Authors Bilel Cherif, Aaesha Aldahmani, Saeed Alshehhi, Tamas Bisztray, Richard A. Dubniczky, Norbert Tihanyi
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