ICSA Grounded Assistant — Data
Collection
Curated corpus, CuratorKit pipeline outputs, training data, and training logs for ICSA Grounded Assistant (Lexsi AI Safety & Alignment Hackathon, Trac • 1 item • Updated
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
schema: string
library: string
version: string
git_sha: null
created_at: timestamp[s]
base_model: null
method: string
inputs: list<item: struct<kind: string, ref: string, config: null, provenance: null>>
child 0, item: struct<kind: string, ref: string, config: null, provenance: null>
child 0, kind: string
child 1, ref: string
child 2, config: null
child 3, provenance: null
params: struct<generator_model: null, judge_model: null, grpo_scoring_model: null, export_formats: list<item (... 60 chars omitted)
child 0, generator_model: null
child 1, judge_model: null
child 2, grpo_scoring_model: null
child 3, export_formats: list<item: string>
child 0, item: string
child 4, output_split: null
child 5, pipeline_config_hash: string
page: null
table_html: string
table_bbox: list<item: null>
child 0, item: null
source_file: string
text: string
chunk_index: null
source_uri: string
content_type: string
heading: null
task_type: string
to
{'text': Value('string'), 'source_file': Value('string'), 'source_uri': Value('string'), 'page': Value('null'), 'heading': Value('null'), 'chunk_index': Value('null'), 'content_type': Value('string'), 'task_type': Value('string'), 'table_html': Value('string'), 'table_bbox': List(Value('null'))}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 361, 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 2381, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
schema: string
library: string
version: string
git_sha: null
created_at: timestamp[s]
base_model: null
method: string
inputs: list<item: struct<kind: string, ref: string, config: null, provenance: null>>
child 0, item: struct<kind: string, ref: string, config: null, provenance: null>
child 0, kind: string
child 1, ref: string
child 2, config: null
child 3, provenance: null
params: struct<generator_model: null, judge_model: null, grpo_scoring_model: null, export_formats: list<item (... 60 chars omitted)
child 0, generator_model: null
child 1, judge_model: null
child 2, grpo_scoring_model: null
child 3, export_formats: list<item: string>
child 0, item: string
child 4, output_split: null
child 5, pipeline_config_hash: string
page: null
table_html: string
table_bbox: list<item: null>
child 0, item: null
source_file: string
text: string
chunk_index: null
source_uri: string
content_type: string
heading: null
task_type: string
to
{'text': Value('string'), 'source_file': Value('string'), 'source_uri': Value('string'), 'page': Value('null'), 'heading': Value('null'), 'chunk_index': Value('null'), 'content_type': Value('string'), 'task_type': Value('string'), 'table_html': Value('string'), 'table_bbox': List(Value('null'))}
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 1379, 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 956, 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 1702, 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 1887, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
text string | source_file string | source_uri string | page null | heading null | chunk_index null | content_type string | task_type string | table_html string | table_bbox list |
|---|---|---|---|---|---|---|---|---|---|
Rockwell Automation FactoryTalk Activation
Successful exploitation of these vulnerabilities could result in a buffer overflow and allow the attacker to gain full access to the system. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric Factory Automation Products
Successful exploitation of these vulnerabilities could disclose information in the product or could cause denial-of-service (DoS) condition. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rapid Software LLC Rapid SCADA
Successful exploitation of these vulnerabilities could result in an attacker reading sensitive files from the RapidScada server, writing files to the Scada directory (thus achieving code execution,) gaining access to sensitive systems via legitimate-seeming phishing attacks, connecting t... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Horner Automation Cscape
Successful exploitation of this vulnerability could allow an attacker to execute arbitrary code. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Schneider Electric Easergy Studio
Successful exploitation of this vulnerability could allow an attacker to gain full control of a workstation. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Teamcenter Visualization and JT2Go
Siemens Teamcenter Visualization and JT2Go are affected by multiple file parsing vulnerabilities that could be triggered when the application reads malicious CGM files. If a user is tricked to open a malicious CGM file with the affected products, this could lead the applicati... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Spectrum Power 7
Spectrum Power 7 is affected by a vulnerability that could allow an authenticated local attacker to inject arbitrary code and gain root access.
Siemens has released an update for Spectrum Power 7 and recommends to update to the latest version. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SICAM A8000
The CPCI85 firmware of SICAM A8000 CP-8031 and CP-8050 is affected by a command injection vulnerability that could allow an authenticated remote attacker to inject commands that are executed on the device with root privileges during device startup.
Siemens has released new versions for the affecte... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC CN 4100
SIMATIC CN 4100 is vulnerable to authorization bypass through user-controlled key, use of default credentials and unauthenticated IP address change that could allow an attacker to remotely login as root or cause denial of service condition of the device.
Siemens has released a new version for... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC
MaxView Storage Manager shipped with affected SIMATIC IPCs contains a Redfish Server Vulnerability that could provide unauthorized access.
Microchip has released new versions for the affected products and recommends to update to the latest versions. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Solid Edge
Siemens Solid Edge 2023 has released Update 10, that fixes multiple vulnerabilities that could be triggered when the application reads PAR files.
If a user is tricked to open a malicious file using the affected application, this could lead to a crash, and potentially also to arbitrary code execution... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
SEW-EURODRIVE MOVITOOLS MotionStudio
Successful exploitation of this vulnerability could result in open access to file information. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Integration Objects OPC UA Server Toolkit (Update A)
Successful exploitation of this vulnerability could allow a remote attacker to add content to the log file. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
AVEVA PI Server
Successful exploitation of these vulnerabilities could allow an attacker to crash the product being accessed or throttle the memory leading to a partial denial-of-service condition. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
APsystems Energy Communication Unit (ECU-C) Power Control Software
Successful exploitation of this vulnerability could allow an attacker to access sensitive data and execute specific commands and functions with full admin rights without authenticating. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Crestron AM-300
Successful exploitation of this vulnerability could allow an attacker to escalate their privileges to root-level access. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Voltronic Power ViewPower Pro
Successful exploitation of these vulnerabilities could allow an attacker to create a denial-of-service condition, obtain administrator credentials, or achieve remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Westermo Lynx 206-F2G
Successful exploitation of these vulnerabilities could allow an attacker to access the web application, inject arbitrary code, execute malicious code, obtain sensitive information, or execute a malicious request. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
MachineSense FeverWarn
Successful exploitation of these vulnerabilities could allow an attacker to obtain user data from devices, execute remote code on devices, or gain control over devices to perform malicious actions. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
SystemK NVR 504/508/516
Successful exploitation of this vulnerability could allow an attacker to execute commands with root privileges. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Emerson Rosemount GC370XA, GC700XA, GC1500XA
Successful exploitation of these vulnerabilities could allow an unauthenticated attacker with network access to run arbitrary commands, access sensitive information, cause a denial-of-service condition, and bypass authentication to acquire admin capabilities. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric FA Engineering Software Products (Update D)
Successful exploitation of these vulnerabilities could allow an attacker to disclose, tamper with, destroy or delete information in the products, or cause a denial-of-service (DoS) condition on the products. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric MELSEC WS Series Ethernet Interface Module
Successful exploitation of this vulnerability could allow an unauthorized attacker to login to the modules and disclose or tamper with the programs and parameters in the modules. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitron Systems Security Camera DVR
Successful exploitation of these vulnerabilities could allow an attacker to affect the availability of the product through exploitation of an improper input validation vulnerability and default credentials. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation ControlLogix and GuardLogix
Successful exploitation of this vulnerability could allow an attacker to crash the device by exploiting a Denial-of-Service (DoS) vulnerability. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation FactoryTalk Service Platform
Successful exploitation of this vulnerability could allow an attacker to retrieve user information and modify settings without any authentication. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation LP30/40/50 and BM40 Operator Interface
Successful exploitation of these vulnerabilities could allow an authenticated attacker to use specifically crafted communication requests to perform a denial-of-service condition, memory overwriting, or remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Gessler GmbH WEB-MASTER
Successful exploitation of these vulnerabilities could allow a user to take control of the web management of the device. An attacker with access to the device could also extract and break the password hashes for all users stored on the device. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
AVEVA Edge products (formerly known as InduSoft Web Studio)
Successful exploitation of this vulnerability could result in an attacker achieving arbitrary code execution and privilege escalation by tricking AVEVA Edge to load an unsafe DLL. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
HID Global Encoders
Successful exploitation of this vulnerability could allow an attacker to read data from reader configuration cards and credentials. Reader configuration cards contain credential and device administration keys which could be used to create malicious configuration cards or credentials. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
HID Global Reader Configuration Cards
Successful exploitation of this vulnerability could allow an attacker to read the credential and device administration keys from a configuration card. Those keys could be used to create malicious configuration cards or credentials. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Qolsys IQ Panel 4, IQ4 HUB
Successful exploitation of this vulnerability could allow the panel software, under certain circumstances, to provide unauthorized access to settings. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric MELSEC iQ-R Series Safety CPU and SIL2 Process CPU (Update A)
Successful exploitation of this vulnerability could allow a non-administrator user to disclose the credentials (user ID and password) of a user with a lower access level than themselves. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SCALANCE W1750D
The SCALANCE W1750D devices contain multiple vulnerabilities that could allow an attacker to inject commands or exploit buffer overflow vulnerabilities which could lead to sensitive information disclosure, unauthenticated denial of service or unauthenticated remote code execution.
Siemens has ... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIDIS Prime
SIDIS Prime before V4.0.400 is affected by multiple vulnerabilities in the components OPC UA and OpenSSL, that could allow an unauthenticated attacker with access to the network where SIDIS Prime is installed to reuse OPC UA client credentials, create a denial of service condition of the SIDIS Prim... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC RTLS Gateways
SIMATIC RTLS Gateways are affected by vulnerabilities that were disclosed by JSOF research lab
“Ripple20” for the TCP/IP stack.
Siemens recommends countermeasures for products where fixes are not, or not yet available. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens CP343-1 Devices
Affected products incorrectly validate TCP sequence numbers. This could allow an unauthenticated remote attacker to create a denial of service condition by injecting spoofed TCP RST packets.
Siemens recommends countermeasures for products where fixes are not, or not yet available. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Location Intelligence
Location Intelligence before V4.3 is affected by a Use of Hard-coded Credentials vulnerability that could allow an attacker to obtain full administrative access to the application.
Siemens has released new versions for the affected products and recommends to update to the latest versions... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Unicam FX
Unicam FX contains a local privilege escalation vulnerability that could allow an attcker to gain SYSTEM privileges.
Unicam FX has reached end of software maintanence. Further information on recommendations for successor product can be found in section 'Additional Information'. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Tecnomatix Plant Simulation
Siemens Tecnomatix Plant Simulation contains multiple file parsing vulnerabilities that could be triggered when the application reads files in WRL, PSOBJ or SPP file formats. If a user is tricked to open a malicious file with any of the affected products, this could lead the applica... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens RUGGEDCOM APE1808
Nozomi Networks has published information on vulnerabilities in
Nozomi Guardian/CMC before 23.3.0. This advisory lists the related Siemens Industrial products affected by these vulnerabilities.
Siemens has released a new version for RUGGEDCOM APE1808 and recommends to update to the latest ve... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SCALANCE SC-600 Family
SCALANCE SC-600 Family before V3.1 is affected by multiple vulnerabilities.
Siemens has released new versions for several affected products and recommends to update to the latest versions. Siemens recommends countermeasures for products where fixes are not, or not yet available. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Simcenter Femap
Simcenter Femap contains multiple file parsing vulnerabilities that could be triggered when the application reads files in Catia MODEL file formats. If a user is tricked to open a malicious file with any of the affected products, this could lead the application to crash or potentially lead to a... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SCALANCE XCM-/XRM-300
SCALANCE XCM-/XRM-300 before V2.4 is affected by multiple vulnerabilities.
Siemens has released an update for SCALANCE X-300 and recommends to update to the latest version. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC WinCC, OpenPCS
Two null point dereference vulnerabilities affect multiple SIMATIC software products. These could allow an attacker to cause a persistent denial of service condition in the RPC Server of these products.
Siemens has released new versions for the affected products and recommends to update... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Parasolid
Parasolid is affected by out of bounds read and null pointer dereference vulnerabilities that could be triggered when the application reads files in XT format. If a user is tricked to open a malicious file with the affected applications, an attacker could leverage the vulnerability to perform remote ... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Polarion ALM
Polarion ALM is affected by incorrect default path permissions in installation path, and improper authentication in the REST API endpoints of DOORS connector. An attacker could exploit the vulnerabilities for unauthenticated access, or privilege escalation.
Siemens has released a new version for... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SINEC NMS
SINEC NMS before V2.0 SP1 is affected by multiple vulnerabilities.
Siemens has released an update for SINEC NMS and recommends to update to the latest version. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation FactoryTalk Service Platform
Successful exploitation of this vulnerability could allow malicious users with basic user group privileges to receive administrator group privileges. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Commend WS203VICM
Successful exploitation of these vulnerabilities could allow an attacker to obtain sensitive information or force the system to restart. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
ICSNPP - Ethercat Zeek Plugin
Successful exploitation of these vulnerabilities could allow remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric Electrical discharge machines
Successful exploitation of this vulnerability could allow an attacker to disclose, tamper with, destroy, or delete information in the products, or cause a denial-of-service condition on the products. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Delta Electronics CNCSoft-B DOPSoft
Successful exploitation of this vulnerability could allow an attacker to achieve remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric Multiple Factory Automation Products (Update A)
Successful exploitation of this vulnerability could allow a remote attacker to cause a temporary denial-of-service (DoS) condition for a certain period of time in the product's Ethernet communication by performing a TCP SYN Flood attack. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Delta Electronics CNCSoft-B
Successful exploitation of this vulnerability could allow an attacker to execute arbitrary code. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Nice Linear eMerge E3-Series
Successful exploitation of these vulnerabilities could allow a remote attacker to gain full system access. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Chirp Systems Chirp Access (Update C)
Successful exploitation of this vulnerability could allow an attacker to adjust the Beacon configuration settings and/or disable the Bluetooth functionality of doors where non-networked Beacons are deployed. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Schneider Electric EcoStruxure Power Design
Successful exploitation of this vulnerability may allow for arbitrary code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SENTRON 7KM PAC3x20
The read out protection of the internal flash of affected devices was not properly set at the end of the manufacturing process.
An attacker with physical access to the device could read out the data.
Siemens has released new versions for the affected products and recommends to update to t... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Solid Edge
Solid Edge is affected by an out of bounds read vulnerability that could be triggered when the application reads files that contains XT parts. If a user is tricked to open a malicious file with the affected applications, an attacker could leverage the vulnerability to perform remote code execution i... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SINEMA Remote Connect Server
SINEMA Remote Connect Server before V3.2 is affected by multiple vulnerabilities.
Siemens has released updates for the affected products and recommends to update to the latest versions. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SINEMA Remote Connect Client
SINEMA Remote Connect Client before V3.1 SP1 is affected by an information disclosure vulnerability.
Siemens has released updates for the affected products and recommends to update to the latest versions. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens RUGGEDCOM APE1808
Fortinet has published information on vulnerabilities in FORTIOS. This advisory lists the related Siemens Industrial products.
Siemens has released a new version for RUGGEDCOM APE1808 and recommends to update to the latest version. Siemens is preparing further fix versions and recommends spe... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SENTRON
SENTRON 3KC ATC6 Expansion Module Ethernet exposes an unused, unstable http service at port 80/tcp on the Modbus-TCP Ethernet, which could allow an attacker on the same Modbus network to create a denial of service condition that forces the device to reboot.
Siemens is preparing fix versions and recomm... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC
Successful exploitation of these vulnerabilities could allow an attacker to execute arbitrary code within the context of a privileged process. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SCALANCE XB-200 / XC-200 / XP-200 / XF-200BA / XR-300WG Family
SCALANCE XB-200/XC-200/XP-200/XF-200BA/XR-300WG Family is affected by multiple vulnerabilities.
CVE-2023-44318 and CVE-2023-44321 were previously published as part of SSA-699386.
Siemens has released new versions for several affected products and ... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Sinteso EN Cerberus PRO EN Fire Protection Systems
Several products used in Sinteso EN and Cerberus PRO EN Fire Protection Systems contain buffer overflow vulnerabilities in the network communication stack. Successful exploitation of the vulnerabilities could allow an unauthenticated attacker, who gained acces... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Siveillance Control
Siveillance Control does not properly check the list of access groups that are assigned to an individual user. This could enable a locally logged on user to gain write privileges for objects where they only have read privileges.
Siemens has released a new version for Siveillance Control an... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Delta Electronics DIAEnergie
Successful exploitation of these vulnerabilities could allow an attacker to escalate privileges, disclose sensitive information, or disrupt system availability. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Softing edgeConnector
Successful exploitation of these vulnerabilities could create conditions that may allow remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Mitsubishi Electric MELSEC-Q/L Series (Update B)
Successful exploitation of these vulnerabilities could allow a remote attacker to be able to read arbitrary information or execute malicious code on a target product by sending a specially crafted packet. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Franklin Fueling System EVO 550/5000
Successful exploitation of this vulnerability could allow an attacker to read arbitrary files on the system. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Advantech WebAccess/SCADA
Successful exploitation of this vulnerability could allow an authenticated attacker to read or modify a remote database. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
AutomationDirect C-MORE EA9 HMI
Successful exploitation of these vulnerabilities could allow an attacker to exploit a remote device and inject malicious code on the panel. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation PowerFlex 527
Successful exploitation of this these vulnerabilities could crash the device and require a manual restart to recover. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation Arena Simulation
Successful exploitation of these vulnerabilities could crash the application or allow an attacker to run harmful code on the system. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation FactoryTalk View ME
Successful exploitation of this vulnerability could lead to the loss of view or control of the PanelView product. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
IOSIX IO-1020 Micro ELD
Successful exploitation of these vulnerabilities could allow an adjacent attacker to take control of vehicle systems by connecting to and modifying the affected device. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitachi Energy Asset Suite 9
Successful exploitation of this vulnerability could allow an attacker to use an authentication anomaly to successfully invoke the REST service. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Schweitzer Engineering Laboratories SEL 700 series relays
Successful exploitation of this vulnerability could allow an attacker to make modifications or cause a denial-of-service condition. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
SUBNET PowerSYSTEM Server and Substation Server
Successful exploitation of the vulnerabilities in components used by PowerSYSTEM Server 2021 and Substation Server 2021 could allow privilege escalation, denial of service, or arbitrary code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC S7-1500 TM MFP
Multiple vulnerabilities have been identified in the additional GNU/Linux subsystem of the SIMATIC S7-1500 TM MFP V1.1.
Siemens is preparing fix versions and recommends specific countermeasures for products where fixes are not, or not yet available. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens SIMATIC WinCC
A vulnerability in the login dialog box of SIMATIC WinCC could allow a local attacker to cause a denial of service condition in the runtime of the SCADA system.
Siemens has released new versions for the affected products and recommends to update to the latest versions. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens RUGGEDCOM APE1808
Palo Alto Networks has published [1] information on vulnerabilities in PAN-OS. This advisory lists the related Siemens Industrial products affected by these vulnerabilities.
Siemens is preparing updates and recommends specific countermeasures for products where updates are not, or not yet av... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens RUGGEDCOM APE1808
Palo Alto Networks has published [1] information on vulnerabilities in PAN-OS. This advisory lists the related Siemens Industrial products affected by these vulnerabilities.
Siemens has released a new version of Palo Alto Networks Virtual NGFW for RUGGEDCOM APE1808 and recommends to update t... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens Scalance W1750D
The SCALANCE W1750D devices contain multiple vulnerabilities that could allow an attacker to exploit buffer overflow and information disclosure vulnerabilities which could lead to information disclosure or unauthenticated remote code execution.
Siemens has released new versions for the affecte... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Siemens OPC Foundation Local Discovery Server Affecting Siemens Products
A vulnerability was identified in OPC Foundation Local Discovery Server which also affects Siemens products that could allow an attacker to escalate privileges under certain circumstances.
Siemens has released new versions for several affected p... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation 5015-AENFTXT (Update A)
Successful exploitation of this vulnerability could allow an attacker to crash the device and impact availability for the affected system. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Measuresoft ScadaPro
Successful exploitation of this vulnerability could allow an attacker to escalate their privileges from unprivileged to SYSTEM privileges. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Electrolink FM/DAB/TV Transmitter
Successful exploitation of these vulnerabilities could allow an attacker to obtain full system access, keep the device from transmitting, escalate privileges, change credentials, and execute arbitrary code. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Rockwell Automation ControlLogix and GuardLogix (Update A)
Successful exploitation of this vulnerability could allow an attacker to cause a major nonrecoverable fault (MNRF) resulting in the product to become unavailable. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
RoboDK RoboDK
Successful exploitation of this vulnerability could result in an attacker crashing the program through heap-based buffer overflow. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Unitronics Vision Legacy series (Update A)
Successful exploitation of this vulnerability could allow an attacker to log in to the Remote HMI feature, where the PLC may be factory reset, stopped, and restarted. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitachi Energy RTU500 Series
Successful exploitation of these vulnerabilities could allow the attacker to upload or transfer files of dangerous types that can be automatically processed within the product's environment. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitachi Energy MACH SCM (Update A)
Hitachi Energy is aware of LINQ query related vulnerabilities that affect MACH SCM product versions listed below. Authenticated malicious clients successfully exploiting these vulnerabilities could execute arbitrary code that an attacker otherwise does not have authorization to do. P... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitachi Energy MACH SCM (Update A) (ICSA-24-116-02) — CVE-2024-0400
SCM Software is a client and server application. An Authenticated System manager client can execute LINQ query in the SCM server, for customized filtering. An Authenticated malicious client can send a specially crafted code to skip the validation and ... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Hitachi Energy MACH SCM (Update A) (ICSA-24-116-02) — CVE-2024-2097
An authenticated malicious client can send a special LINQ query to execute arbitrary code remotely (RCE) on the SCM server from List control, and execute the arbitrary code on the same system where SCMArchivedEventViewerTool is installed in the case o... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Honeywell Experion PKS, Experion LX, PlantCruise by Experion, Safety Manager, Safety Manager SC
Successful exploitation of these vulnerabilities could disclose sensitive information, allow privilege escalation, or allow remote code execution. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
Delta Electronics CNCSoft-G2 DOPSoft (Update A)
Successful exploitation of this vulnerability could allow an attacker to execute arbitrary code. | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] | ||
CyberPower PowerPanel Business
Successful exploitation of these vulnerabilities could result in an attacker bypassing authentication and gaining administrator privileges, forging JWT tokens to bypass authentication, writing arbitrary files to the server and acheiving code execution, gaining access to services with the... | data/processed/advisories.jsonl | null | null | null | text | language_modeling | [] |
End of preview.
ICSA Grounded Assistant — Data
Curated training and evaluation data for ICSA Grounded Assistant, a provenance-grounded
ICS/OT security advisory assistant fine-tuned from Qwen/Qwen2.5-7B-Instruct, built for the
Lexsi AI Safety & Alignment Hackathon (Track 1).
Code: https://github.com/Incharajayaram/icsa-grounded-assistant Model (LoRA adapter): see the linked model repo in that project's README.
What's here
| Path | Contents |
|---|---|
processed/advisories_clean.jsonl |
2,007 cleaned, deduplicated CISA ICS advisory records |
processed/nist_sp800-82r3_clean.jsonl |
Cleaned NIST SP 800-82r3 sections |
pipeline_outputs/advisories_clean/, pipeline_outputs/nist_clean/ |
CuratorKit dataset cards, manifests, provenance records, and checksums for the cleaning stage (schema gate, exact + MinHash dedup, text cleaning) |
pipeline_outputs/qa_pilot/ |
Pilot QA generation run |
pipeline_outputs/qa_run1/sft_alpaca.jsonl, sft_sharegpt.jsonl |
192 QA pairs generated from the cleaned corpus, gated by a hallucination gate (100% pass) and a reward gate (192/194 passed, threshold 0.60) |
pipeline_outputs/qa_run1/sft_alpaca_cited.jsonl |
The same QA pairs with [Source: <id>] / (Source: <id>) citation tags injected, so the fine-tune learns to cite, not just answer |
pipeline_outputs/qa_run1/abstention_examples.jsonl |
50 synthetic negative/abstention training examples (25 out-of-corpus trivia questions, 25 adversarial vendor/product near-misses), built entirely from held-out corpus records with no LLM calls — added after the first fine-tune was diagnosed as failing to abstain |
pipeline_outputs/qa_run1/rejected.jsonl |
Examples rejected by the reward gate, kept for transparency |
pipeline_outputs/*/manifest.json, lexsi_provenance.json, checksums.txt |
Full provenance trail per pipeline stage |
Why the abstention examples exist
The first fine-tuned model, diagnosed on 3 hand-built cases, failed 2 of 3: it answered a
trivia question instead of abstaining, and on an adversarial vendor/CVE mismatch it
fabricated a detailed answer under a false citation. Root cause: CuratorKit's QA
generation only ever produces answerable pairs, so nothing in the original 192-example
training set ever demonstrated the abstention behavior the system prompt asks for.
abstention_examples.jsonl fixes that gap directly in training data rather than relying on
the system prompt alone.
License
The underlying CISA ICS advisories and NIST SP 800-82r3 are public U.S. government publications. This processed/derived form is released under CC-BY-4.0.
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