CVE-2026-81726: NLTK Model-artifact APIs Bypass Pathsec And Vulnerability
HIGHCVE-2026-81726 is a HIGH (CVSS 7.0) model-artifact apis bypass pathsec and vulnerability (CWE-59: Improper Link Resolution Before File Access ('Link Following')) affecting NLTK libraries in the PyPI ecosystem. The issue involves model-artifact apis bypass pathsec and touch files outside allowed roots. Remediation is available in the latest vendor maintenance releases.
CVE-2026-81726 at a Glance
Security Impact
CVSS: 7.0
The security impact metrics below are parsed directly from the CVSS v3.1 vector string (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L).
How to Fix CVE-2026-81726
To remediate this vulnerability, upgrade all affected NLTK dependencies to a patched release. Both direct and transitive dependencies should be checked, as frameworks or security libraries may pull in vulnerable versions transitively.
pip install nltk>=Latest secure release
Run the following command in your project directory to verify that all resolved dependencies use the patched release:
pip show nltk
How to Check if You Are Affected
To determine whether your Python environment is affected by CVE-2026-81726, inspect your installed packages using pip:
pip show nltk
Analyze the terminal output to locate any version of NLTK in your dependency tree. If any resolved version matches the vulnerable ranges listed in the table below (for example, versions earlier than the patched release), your application is affected.
Note: The pip show nltk command checks currently installed packages in your active Python environment.
Technical Details
Vulnerability Mechanism & Technical Analysis
This vulnerability is classified under CWE-59: Improper Link Resolution Before File Access ('Link Following'), where the product attempts to access a file based on the filename, but it does not properly prevent that filename from identifying a link or shortcut that resolves to an unintended resource. In NLTK, software state validation or input boundaries are circumvented during processing. Review the official source advisory statement below for specific affected components, classes, and reproduction details.
Source Advisory Statement
CVE-2026-81726 Affected NLTK Versions
1 component(s)| Product / Package | Ecosystem | Affected Versions | Fixed Version |
|---|---|---|---|
|
nltk
|
PyPI |
≤ 3.10.3
|
|
References
Frequently Asked Questions
What is CVE-2026-81726?
Which NLTK versions are affected?
What version fixes CVE-2026-81726?
Is nltk affected?
What is the CVSS score of CVE-2026-81726?
What CWE is associated with CVE-2026-81726?
How can I check PyPI dependencies for CVE-2026-81726?
Machine-readable OSV JSON
OSV v1.5 Schema
{
"schema_version" : "1.4.0",
"id" : "GHSA-8mgp-746c-j5xp",
"modified" : "2026-09-02T14:35:04Z",
"published" : "2026-09-02T14:35:04Z",
"aliases" : [ "CVE-2026-81726" ],
"summary" : "NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots",
"details" : "### Summary\n\nSeveral 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.\n\n### Details\n\n- **Vulnerability type:** File sandbox bypass\n- **Affected component:** `TransitionParser.train`, `TransitionParser.parse`, `AveragedPerceptron.save`, `AveragedPerceptron.load`, `PerceptronTagger.save_to_json`, `save_maxent_params`\n- **Affected versions:** Published `3.9.4` and current source `v3.10.0-rc2` both reproduced.\n- **Patched versions:** Not yet patched\n- **Root cause:** Model import and export helpers use built-in `open()` on caller-controlled paths instead of pathsec-aware helpers.\n\n`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.\n\n### PoC\n\n**Preconditions**\n- The application enables `pathsec` enforcement and lets untrusted workflows choose model import or export paths.\n\n**Steps**\n1. Enable `pathsec.ENFORCE=True` and restrict allowed roots to a dedicated sandbox directory.\n2. Use public model import or export APIs with paths that point outside that root.\n3. Observe the same paths are rejected by negative-control guarded helpers such as `pathsec.open()`, `PerceptronTagger.load_from_json()`, or `load_maxent_params()`.\n4. Observe the vulnerable APIs still read or write outside-root files successfully.\n\n**Minimal reproducible excerpt**\n\n```text\ntransition_train_exists True\ntransition_parse_loader_read_bytes 13\naveraged_load_keys ['bias']\nmaxent_save wrote ['alwayson.tab', 'labels.txt']\n```\n\n### Impact\n\nConsumers 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.\n\n### Remediation\n\nRoute 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.",
"severity" : [ {
"type" : "CVSS_V3",
"score" : "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L"
}, {
"type" : "CVSS_V4",
"score" : "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"
} ],
"affected" : [ {
"package" : {
"ecosystem" : "PyPI",
"name" : "nltk"
},
"ranges" : [ {
"type" : "ECOSYSTEM",
"events" : [ {
"introduced" : "0"
}, {
"last_affected" : "3.10.3"
} ]
} ]
} ],
"references" : [ {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/security/advisories/GHSA-8mgp-746c-j5xp"
}, {
"type" : "ADVISORY",
"url" : "https://nvd.nist.gov/vuln/detail/CVE-2026-81726"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/pull/3757"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/pull/3759"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/pull/3813"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/commit/2a92b71827d754ae8920261e7ed0c4bb283ab2d7"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/commit/a44a7af69bca87e92d9c4a701fcbbe4512e8d450"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/commit/cbc98458b43de5f792f0382583c16df39e5c5117"
}, {
"type" : "PACKAGE",
"url" : "https://github.com/nltk/nltk"
}, {
"type" : "WEB",
"url" : "https://github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3740.yaml"
}, {
"type" : "WEB",
"url" : "https://www.vulncheck.com/advisories/nltk-through-3.10.3-path-traversal-via-model-artifact-apis"
} ],
"database_specific" : {
"cwe_ids" : [ "CWE-22", "CWE-59", "CWE-73" ],
"severity" : "HIGH",
"github_reviewed" : true,
"github_reviewed_at" : "2026-09-02T14:35:04Z",
"nvd_published_at" : null
}
}