Description
A security flaw has been discovered in Turboderp-org ExLlamaV3 up to 1.6.3. The affected element is the function ngram_dequant of the file exllamav3/exllamav3_ext/ngram.cu of the component NGramEmbedding. The manipulation of the argument head_bias results in out-of-bounds read. The attack may be launched remotely. The exploit has been released to the public and may be used for attacks. Upgrading to version 1.6.4 is sufficient to fix this issue. The patch is identified as c9a57ae832a3035e264e0a412e1daf4ebb699b98. It is suggested to upgrade the affected component.
Published: 2026-11-09
Score: 5.3 Medium
EPSS: n/a
KEV: No
Impact: Information Disclosure via buffer overread
Action: Apply Patch
AI Analysis

Impact

The vulnerability exists in the ngram_dequant function of the NGramEmbedding component of Turboderp-org ExLlamaV3. Manipulating the head_bias argument triggers an out‑of‑bounds read, enabling an attacker to read memory beyond the intended buffer. Successful exploitation reveals protected data stored in the process address space, potentially exposing internal secrets and compromising confidentiality. The flaw is a classic buffer overread that can be used for information leakage.

Affected Systems

Versions of Turboderp-org ExLlamaV3 up to and including 1.6.3 are affected. The fix was released in 1.6.4. The vulnerable code resides in exllamav3/exllamav3_ext/ngram.cu within the NGramEmbedding module. No other vendors or products are directly impacted.

Risk and Exploitability

The CVSS score of 5.3 indicates moderate severity. The exploit can be launched remotely, and a public proof of concept has been released. Although the EPSS score is not available and the vulnerability is not listed in the CISA KEV catalog, the remote nature and availability of the exploit raise the overall risk. An attacker must be able to influence the head_bias parameter passed to ngram_dequant, which may be possible through network interfaces exposed by the application. If the buffer overread succeeds, arbitrary memory of the running process can be accessed, leading to data disclosure and potential escalation.

Generated by OpenCVE AI on November 9, 2026 at 22:39 UTC.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Upgrade Turboderp-org ExLlamaV3 to version 1.6.4 or later, which includes the buffer overread fix.
  • Apply the commit c9a57ae832a3035e264e0a412e1daf4ebb699b98 from the source repository to patch the vulnerable code if an immediate upgrade is not possible.
  • Validate or constrain the head_bias input to acceptable ranges before passing it to ngram_dequant to prevent bounds violations.

Generated by OpenCVE AI on November 9, 2026 at 22:39 UTC.

Tracking

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Advisories

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History

Mon, 09 Nov 2026 21:00:00 +0000

Type Values Removed Values Added
Description A security flaw has been discovered in Turboderp-org ExLlamaV3 up to 1.6.3. The affected element is the function ngram_dequant of the file exllamav3/exllamav3_ext/ngram.cu of the component NGramEmbedding. The manipulation of the argument head_bias results in out-of-bounds read. The attack may be launched remotely. The exploit has been released to the public and may be used for attacks. Upgrading to version 1.6.4 is sufficient to fix this issue. The patch is identified as c9a57ae832a3035e264e0a412e1daf4ebb699b98. It is suggested to upgrade the affected component.
Title Turboderp-org ExLlamaV3 NGramEmbedding ngram.cu ngram_dequant out-of-bounds
First Time appeared Turboderp-org
Turboderp-org exllamav3
Weaknesses CWE-119
CWE-125
CPEs cpe:2.3:a:turboderp-org:exllamav3:*:*:*:*:*:*:*:*
Vendors & Products Turboderp-org
Turboderp-org exllamav3
References
Metrics cvssV2_0

{'score': 7.5, 'vector': 'AV:N/AC:L/Au:N/C:P/I:P/A:P/E:POC/RL:OF/RC:C'}

cvssV3_0

{'score': 6.3, 'vector': 'CVSS:3.0/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:L/A:L/E:P/RL:O/RC:C'}

cvssV3_1

{'score': 6.3, 'vector': 'CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:L/I:L/A:L/E:P/RL:O/RC:C'}

cvssV4_0

{'score': 5.3, 'vector': 'CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N/E:P'}


Subscriptions

Turboderp-org Exllamav3
cve-icon MITRE

Status: PUBLISHED

Assigner: VulDB

Published:

Updated: 2026-11-09T20:45:17.933Z

Reserved: 2026-11-09T15:34:10.983Z

Link: CVE-2026-124994

cve-icon Vulnrichment

No data.

cve-icon NVD

Status : Deferred

Published: 2026-11-09T22:18:39.470

Modified: 2026-11-09T22:18:39.630

Link: CVE-2026-124994

cve-icon Redhat

No data.

cve-icon OpenCVE Enrichment

Updated: 2026-11-09T22:45:08Z

Weaknesses
  • CWE-119

    Improper Restriction of Operations within the Bounds of a Memory Buffer

  • CWE-125

    Out-of-bounds Read