CVE-2026-81726
NLTK through 3.10.3 Path Traversal via Model-Artifact APIs
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
Attack profile
How easy it is to exploit
- Attack vector
- Network
- Complexity
- High
- Privileges needed
- None
- User interaction
- None
What an attacker can affect
- Confidentiality
- High
- Integrity
- Low
- Availability
- Low
Exploit likelihood
What each source reports
CVE List Score used
8.3
NLTK through 3.10.3 Path Traversal via Model-Artifact APIs
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
CVE-2026-81726- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-73
- Updated
- 2026-11-02
EUVDEUVD-2026-67076
8.3
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
EUVD-2026-67076- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - Updated
- 2026-11-02
GitHub AdvisoriesGHSA-8mgp-746c-j5xp
8.3
NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots
Summary
Several model-artifact APIs still treat caller-controlled model paths as ordinary filenames even when NLTK path security is enforced. The same outside-root paths are rejected by guarded helpers, but these public read and write flows still use raw file APIs.
Details
- Vulnerability type: File sandbox bypass
- Affected component:
TransitionParser.train,TransitionParser.parse,AveragedPerceptron.save,AveragedPerceptron.load,PerceptronTagger.save_to_json,save_maxent_params - Affected versions: Published
3.9.4and current sourcev3.10.0-rc2both reproduced. - Patched versions: Not yet patched
- Root cause: Model import and export helpers use built-in
open()on caller-controlled paths instead of pathsec-aware helpers.
TransitionParser.train() writes outside allowed roots, TransitionParser.parse() reads outside allowed roots, AveragedPerceptron bypasses the sandbox in both directions, and adjacent read-side helpers in the same family already show the intended guarded behavior. I confirmed outside-root reads and writes while pathsec.open() or the guarded sibling helpers rejected the same paths.
PoC
Preconditions
- The application enables
pathsecenforcement and lets untrusted workflows choose model import or export paths.
Steps
- Enable
pathsec.ENFORCE=Trueand restrict allowed roots to a dedicated sandbox directory. - Use public model import or export APIs with paths that point outside that root.
- Observe the same paths are rejected by negative-control guarded helpers such as
pathsec.open(),PerceptronTagger.load_from_json(), orload_maxent_params(). - Observe the vulnerable APIs still read or write outside-root files successfully.
Minimal reproducible excerpt
transition_train_exists True
transition_parse_loader_read_bytes 13
averaged_load_keys ['bias']
maxent_save wrote ['alwayson.tab', 'labels.txt']
Impact
Consumers that rely on pathsec for local containment can be tricked into reading or overwriting files outside approved roots through normal model persistence and loading APIs.
Remediation
Route all model-path file access through nltk.pathsec.open() or existing pathsec-aware helpers, and add regression tests that pair each vulnerable API with a negative control on the same path.
References
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/parse/transitionparser.py#L551-L571
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L106-L113
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L262-L273
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/classify/maxent.py#L1583-L1602
- Record
GHSA-8mgp-746c-j5xp- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:N/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-22, CWE-59, CWE-73
- Updated
- 2026-11-03
GitHub AdvisoriesGHSA-hqj7-phwp-c3fp
8.3
Duplicate Advisory: Model-artifact APIs bypass pathsec and touch files outside allowed roots
Duplicate Advisory
This advisory has been withdrawn because it is a duplicate of GHSA-8mgp-746c-j5xp. This link is maintained to preserve external references.
Original Description
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
GHSA-hqj7-phwp-c3fp- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-73
- Updated
- 2026-11-02
NVD
8.3
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
CVE-2026-81726- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-73
- Updated
- 2026-11-02
OSV
8.3
NLTK through 3.10.3 Path Traversal via Model-Artifact APIs
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
CVE-2026-81726- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - Weakness
- CWE-73
- Updated
- 2026-11-02
Show 6 moreShow less
OSVDEBIAN-CVE-2026-81726
8.3
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
DEBIAN-CVE-2026-81726- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X - Updated
- 2026-11-02
OSVGHSA-8mgp-746c-j5xp
8.3
NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots
Summary
Several model-artifact APIs still treat caller-controlled model paths as ordinary filenames even when NLTK path security is enforced. The same outside-root paths are rejected by guarded helpers, but these public read and write flows still use raw file APIs.
Details
- Vulnerability type: File sandbox bypass
- Affected component:
TransitionParser.train,TransitionParser.parse,AveragedPerceptron.save,AveragedPerceptron.load,PerceptronTagger.save_to_json,save_maxent_params - Affected versions: Published
3.9.4and current sourcev3.10.0-rc2both reproduced. - Patched versions: Not yet patched
- Root cause: Model import and export helpers use built-in
open()on caller-controlled paths instead of pathsec-aware helpers.
TransitionParser.train() writes outside allowed roots, TransitionParser.parse() reads outside allowed roots, AveragedPerceptron bypasses the sandbox in both directions, and adjacent read-side helpers in the same family already show the intended guarded behavior. I confirmed outside-root reads and writes while pathsec.open() or the guarded sibling helpers rejected the same paths.
PoC
Preconditions
- The application enables
pathsecenforcement and lets untrusted workflows choose model import or export paths.
Steps
- Enable
pathsec.ENFORCE=Trueand restrict allowed roots to a dedicated sandbox directory. - Use public model import or export APIs with paths that point outside that root.
- Observe the same paths are rejected by negative-control guarded helpers such as
pathsec.open(),PerceptronTagger.load_from_json(), orload_maxent_params(). - Observe the vulnerable APIs still read or write outside-root files successfully.
Minimal reproducible excerpt
transition_train_exists True
transition_parse_loader_read_bytes 13
averaged_load_keys ['bias']
maxent_save wrote ['alwayson.tab', 'labels.txt']
Impact
Consumers that rely on pathsec for local containment can be tricked into reading or overwriting files outside approved roots through normal model persistence and loading APIs.
Remediation
Route all model-path file access through nltk.pathsec.open() or existing pathsec-aware helpers, and add regression tests that pair each vulnerable API with a negative control on the same path.
References
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/parse/transitionparser.py#L551-L571
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L106-L113
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L262-L273
- https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/classify/maxent.py#L1583-L1602
- Record
GHSA-8mgp-746c-j5xp- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:N/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-22, CWE-59, CWE-73
- Updated
- 2026-11-03
OSVGHSA-hqj7-phwp-c3fp
8.3
Duplicate Advisory: Model-artifact APIs bypass pathsec and touch files outside allowed roots
Duplicate Advisory
This advisory has been withdrawn because it is a duplicate of GHSA-8mgp-746c-j5xp. This link is maintained to preserve external references.
Original Description
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
GHSA-hqj7-phwp-c3fp- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Weakness
- CWE-73
- Updated
- 2026-11-02
OSVPYSEC-2026-3740
8.3
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
PYSEC-2026-3740- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X - Updated
- 2026-11-02
OSVUBUNTU-CVE-2026-81726
8.3
NLTK through 3.10.3 contains a path traversal vulnerability in model-artifact APIs that bypass pathsec enforcement by using raw file operations on caller-controlled paths. Attackers can read or write files outside allowed sandbox roots through TransitionParser, AveragedPerceptron, PerceptronTagger, and maxent parameter APIs when pathsec is enabled.
- Record
UBUNTU-CVE-2026-81726- CVSS 4.0
- 8.3 High
CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:H/VI:L/VA:L/SC:N/SI:N/SA:N - CVSS 3.1
- 7.0 High
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L - Updated
- 2026-11-02
OSVopenSUSE-SU-2026:12280-1 No score
python313-nltk-3.10.4-1.1 on GA media
These are all security issues fixed in the python313-nltk-3.10.4-1.1 package on the GA media of openSUSE Tumbleweed.
- Record
openSUSE-SU-2026:12280-1- Updated
- 2026-11-02
Affected products
Affected packages
| Package | Affected | Fixed |
|---|---|---|
nltkPyPI |
through 3.10.3 | 3.10.4 |
nltkDebian:12 |
All versions, plus listed versions 3.10.0-13.10.1-13.10.3-13.8-13.8.1-1 Show 4 moreShow less3.9.1-13.9.1-23.9.2-13.9.3-1 |
None known |
nltkDebian:13 |
All versions, plus listed versions 3.10.0-13.10.1-13.10.3-13.9.1-23.9.2-13.9.3-1 |
None known |
nltkDebian:14 |
All versions, plus listed versions 3.10.0-13.10.1-13.10.3-13.9.1-23.9.2-13.9.3-1 |
None known |
nltkPyPI |
before 3.10.4, plus listed versions 0.80.90.9.30.9.40.9.5 Show 45 moreShow less0.9.60.9.70.9.80.9.92.0.12.0.1rc12.0.1rc2-git2.0.1rc32.0.1rc42.0.22.0.32.0.42.0.52.0b42.0b52.0b62.0b72.0b82.0b93.0.03.0.0b13.0.0b23.0.13.0.23.0.33.0.43.0.53.13.10.03.10.13.10.23.10.33.23.2.13.2.23.2.33.2.43.2.53.33.43.4.13.4.23.4.33.4.43.4.5 |
3.10.4 |
nltkPyPI |
before 3.10.3, plus listed versions 0.80.90.9.30.9.40.9.5 Show 45 moreShow less0.9.60.9.70.9.80.9.92.0.12.0.1rc12.0.1rc2-git2.0.1rc32.0.1rc42.0.22.0.32.0.42.0.52.0b42.0b52.0b62.0b72.0b82.0b93.0.03.0.0b13.0.0b23.0.13.0.23.0.33.0.43.0.53.13.10.03.10.13.10.23.23.2.13.2.23.2.33.2.43.2.53.33.43.4.13.4.23.4.33.4.43.4.53.5 |
3.10.3 |
nltkUbuntu:Pro:14.04:LTS |
All versions, plus listed versions 2.0~b9-0ubuntu42.0~b9-0ubuntu4.1~esm22.0~b9-0ubuntu4.1~esm42.0~b9-0ubuntu4.1~esm52.0~b9-0ubuntu4.1~esm6 |
None known |
nltkUbuntu:Pro:16.04:LTS |
All versions, plus listed versions 3.0.4-13.0.5-13.1-13.1-1ubuntu0.13.1-1ubuntu0.1+esm13.1-1ubuntu0.1+esm23.1-1ubuntu0.1+esm33.1-1ubuntu0.1+esm4 |
None known |
nltkUbuntu:Pro:18.04:LTS |
All versions, plus listed versions 3.2.4-13.2.5-13.2.5-1ubuntu0.13.2.5-1ubuntu0.1+esm13.2.5-1ubuntu0.1+esm23.2.5-1ubuntu0.1+esm33.2.5-1ubuntu0.1+esm4 |
None known |
nltkUbuntu:Pro:20.04:LTS |
All versions, plus listed versions 3.4.5-13.4.5-23.4.5-2ubuntu0.1~esm13.4.5-2ubuntu0.1~esm23.4.5-2ubuntu0.1~esm33.4.5-2ubuntu0.1~esm4 |
None known |
Show 5 moreShow less
| Package | Affected | Fixed |
|---|---|---|
nltkUbuntu:Pro:22.04:LTS |
All versions, plus listed versions 3.5-13.6.5-13.6.7-13.7-13.7-1ubuntu0.1~esm13.7-1ubuntu0.1~esm2 |
None known |
nltkUbuntu:Pro:24.04:LTS |
All versions, plus listed versions 3.8.1-13.8.1-1ubuntu0.1~esm13.8.1-1ubuntu0.1~esm2 |
None known |
nltkUbuntu:26.10 |
All versions, plus listed versions 3.9.2-13.9.3-13.10.0-13.10.1-13.10.3-1 |
None known |
nltkUbuntu:Pro:26.04:LTS |
All versions, plus listed versions 3.9.1-23.9.1-2build13.9.2-13.9.2-1ubuntu0.1~esm13.9.2-1ubuntu0.1~esm2 |
None known |
python-nltkopenSUSE:Tumbleweed |
before 3.10.4-1.1 | 3.10.4-1.1 |
History
| Recorded | Changed | Sources |
|---|---|---|
| affected | ||
| affected | GitHub Advisories, OSV | |
| affected, aliases | ||
| first indexed | CVE List, EUVD, GitHub Advisories, NVD, OSV |
Dates are when Every CVE recorded each change. Upstream dates may differ.
In short
CVE-2026-81726 is a high vulnerability (CVSS 8.3) in Nltk, published August 27, 2026. No source lists public exploit code. EPSS puts the chance of exploitation in the next 30 days at 0.34%, the 27th percentile. Fixed in nltk 3.10.4.
References
github.com/nltk/nltk/security/advisories/GHSA-8mgp-746c-j5xp
vulncheck.com/advisories/nltk-through-3.10.3-path-traversal-via-model-artifact-apis
nvd.nist.gov/vuln/detail/CVE-2026-81726
github.com/nltk/nltk/pull/3757
github.com/nltk/nltk/pull/3759
github.com/nltk/nltk/pull/3813
Show 12 moreShow less
github.com/nltk/nltk/commit/2a92b71827d754ae8920261e7ed0c4bb283ab2d7
github.com/nltk/nltk/commit/a44a7af69bca87e92d9c4a701fcbbe4512e8d450
github.com/nltk/nltk/commit/cbc98458b43de5f792f0382583c16df39e5c5117
github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3740.yaml
github.com/advisories/GHSA-8mgp-746c-j5xp
github.com/advisories/GHSA-hqj7-phwp-c3fp
github.com/CVEProject/cvelistV5/tree/main/cves/2026/81xxx/CVE-2026-81726.json
security-tracker.debian.org/tracker/CVE-2026-81726
github.com/nltk/nltk
ubuntu.com/security/CVE-2026-81726
cve.org/CVERecord?id=CVE-2026-81726
suse.com/security/cve/CVE-2026-81726
Left out here: 37 versions. The JSON record has them.