Description
A vulnerability was determined in DeepPavlov up to 1.7.0. This affects the function MultiTaskPipelinePreprocessor.__init__ of the file deeppavlov/models/preprocessors/multitask_preprocessor.py. This manipulation of the argument preprocessor causes code injection. The attack is possible to be carried out remotely. The exploit has been publicly disclosed and may be utilized. The project was informed of the problem early through an issue report but has not responded yet.
Published: 2026-10-19
Score: 5.1 Medium
EPSS: n/a
KEV: No
Impact: Remote Code Execution
Action: Immediate Patch
AI Analysis

Impact

The vulnerability is a code injection flaw in DeepPavlov’s MultiTaskPipelinePreprocessor.__init__ method. By manipulating the preprocessor argument, an attacker can cause malicious code to be executed with the process’s privileges. This can lead to complete compromise of the system that hosts the DeepPavlov instance.

Affected Systems

DeepPavlov libraries up to and including version 1.7.0 are affected. The issue exists in the deeppavlov/models/preprocessors/multitask_preprocessor.py file and any deployment that accepts custom preprocessor parameters from an untrusted source.

Risk and Exploitability

The CVSS score of 5.1 classifies the flaw as moderate severity, but the remote nature of the attack and the absence of remediation from the vendor increase the real‑world risk. The EPSS score is not available, and the vulnerability is not listed in the CISA KEV catalog. Attackers can exploit the flaw by sending crafted input that triggers code execution, and no additional prerequisites beyond remote access to the API endpoint are mentioned in the description.

Generated by OpenCVE AI on October 19, 2026 at 10:52 UTC.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Update DeepPavlov to a version newer than 1.7.0 once a fix is released.
  • If an upgrade is not possible, disable the ability to pass arbitrary preprocessor objects or limit the preprocessor argument to pre‑approved, whitelisted classes.
  • Implement strict input validation on the preprocessor argument to ensure only allowed primitives or safe value types are accepted.
  • Consider hard‑coding the preprocessor configuration in the deployment to eliminate reliance on external input.
  • Monitor runtime and audit logs for unexpected process creation or execution of system commands.

Generated by OpenCVE AI on October 19, 2026 at 10:52 UTC.

Tracking

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Advisories

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History

Mon, 19 Oct 2026 09:45:00 +0000

Type Values Removed Values Added
Description A vulnerability was determined in DeepPavlov up to 1.7.0. This affects the function MultiTaskPipelinePreprocessor.__init__ of the file deeppavlov/models/preprocessors/multitask_preprocessor.py. This manipulation of the argument preprocessor causes code injection. The attack is possible to be carried out remotely. The exploit has been publicly disclosed and may be utilized. The project was informed of the problem early through an issue report but has not responded yet.
Title DeepPavlov multitask_preprocessor.py MultiTaskPipelinePreprocessor.__init__ code injection
First Time appeared Deeppavlov
Deeppavlov deeppavlov
Weaknesses CWE-74
CWE-94
CPEs cpe:2.3:a:deeppavlov:deeppavlov:*:*:*:*:*:*:*:*
Vendors & Products Deeppavlov
Deeppavlov deeppavlov
References
Metrics cvssV2_0

{'score': 6.5, 'vector': 'AV:N/AC:L/Au:S/C:P/I:P/A:P/E:POC/RL:ND/RC:C'}

cvssV3_0

{'score': 5.5, 'vector': 'CVSS:3.0/AV:N/AC:L/PR:L/UI:R/S:U/C:L/I:L/A:L/E:P/RL:X/RC:C'}

cvssV3_1

{'score': 5.5, 'vector': 'CVSS:3.1/AV:N/AC:L/PR:L/UI:R/S:U/C:L/I:L/A:L/E:P/RL:X/RC:C'}

cvssV4_0

{'score': 5.1, 'vector': 'CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:P/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N/E:P'}


Subscriptions

Deeppavlov Deeppavlov
cve-icon MITRE

Status: PUBLISHED

Assigner: VulDB

Published:

Updated: 2026-10-19T09:15:19.570Z

Reserved: 2026-10-18T17:25:19.657Z

Link: CVE-2026-112100

cve-icon Vulnrichment

No data.

cve-icon NVD

Status : Deferred

Published: 2026-10-19T10:16:46.393

Modified: 2026-10-19T15:16:45.150

Link: CVE-2026-112100

cve-icon Redhat

No data.

cve-icon OpenCVE Enrichment

Updated: 2026-10-19T11:00:19Z

Weaknesses
  • CWE-74

    Improper Neutralization of Special Elements in Output Used by a Downstream Component ('Injection')

  • CWE-94

    Improper Control of Generation of Code ('Code Injection')