CVE-2026-81722: NLTK Denial of Service Vulnerability
MODERATECVE-2026-81722 is a MODERATE denial of service vulnerability (CWE-407: Inefficient Algorithmic Complexity) affecting NLTK libraries in the PyPI ecosystem. The issue involves quadratic-time dos in porterstemmer via long runs of 'y'. Remediation is available by upgrading affected packages to version 3.10.3.
CVE-2026-81722 at a Glance
How to Fix CVE-2026-81722
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>=3.10.3
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-2026-81722, 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 3.10.3), 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-407: Inefficient Algorithmic Complexity, where an algorithm in a product has an inefficient worst-case computational complexity that may be detrimental to system performance and can be triggered by an attacker, typically using crafted manipulations that ensure that the worst case is being reached. 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-2026-81722 Affected NLTK Versions
1 component(s)| Product / Package | Ecosystem | Affected Versions | Fixed Version |
|---|---|---|---|
|
nltk
|
PyPI |
< 3.10.3
|
3.10.3
|
References
Frequently Asked Questions
What is CVE-2026-81722?
Which NLTK versions are affected?
What version fixes CVE-2026-81722?
Is nltk affected?
What CWE is associated with CVE-2026-81722?
How can I check PyPI dependencies for CVE-2026-81722?
Machine-readable OSV JSON
OSV v1.5 Schema
{
"schema_version" : "1.4.0",
"id" : "GHSA-ww6m-cw3f-q94g",
"modified" : "2026-09-02T14:36:15Z",
"published" : "2026-09-02T14:36:15Z",
"aliases" : [ "CVE-2026-81722" ],
"summary" : "NLTK: Quadratic-time DoS in PorterStemmer via long runs of 'y'",
"details" : "`nltk.stem.PorterStemmer.stem()` -- a ubiquitous public API applied to arbitrary, often untrusted, tokens -- runs in O(n^2) time on a token containing a long run of the letter 'y', letting a single ~20-50 KB token pin a CPU core (CWE-407).\n\n## Root cause\n\n`_is_consonant(word, i)` was made *iterative* (commit for #3633, GHSA/CWE-674) to fix an earlier unbounded-recursion `RecursionError` on `'y'*10000`. The iterative form walks *backward* over the whole run of 'y's on every call:\n\n```python\nwhile i > 0 and word[i] == 'y':\n negate = not negate\n i -= 1\n```\n\n`_measure()` then calls `_is_consonant(stem, i)` once for **every** position `i` of the stem. For a run of n 'y's that is sum_{i} O(i) = O(n^2). The recursion fix therefore traded a CWE-674 RecursionError for a CWE-407 quadratic-time DoS.\n\n## Proof of concept\n\nMeasured (Python 3.13): `stem('y'*5000 + 'ness')` = 2.6s, `stem('y'*10000 + 'ness')` = 11.3s (2x input -> ~4.3x time = quadratic), `stem('y'*20000 + 'ness')` > 20s. A pure run of 'y' with no matching suffix is fast because the stemmer rules that call `_measure` do not fire; a real suffix such as 'ness' triggers `_measure` on the long stem.\n\n```python\nfrom nltk.stem import PorterStemmer\nPorterStemmer().stem('y' * 20000 + 'ness') # >20s of CPU\n```\n\n## Impact\n\nStemming is routinely applied to untrusted text (search, indexing, NLP pipelines). A single unbroken ~20-50 KB token of 'y' characters (no whitespace, so it survives tokenization) causes multi-second-to-minutes CPU consumption per request. No confidentiality/integrity impact; single-process availability only.\n\n## Fix direction\n\nClassify each character's consonant/vowel status in a single left-to-right O(n) pass (memoise the 'y' run parity) instead of re-walking the run on every `_is_consonant` call, so `_measure` and stemming are linear. This is a sibling of the corpus-reader quadratic advisories GHSA-vp2x-qp44-57v7 and GHSA-8mpw-7fpc-4gqj (CWE-407).",
"severity" : [ {
"type" : "CVSS_V4",
"score" : "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N"
} ],
"affected" : [ {
"package" : {
"ecosystem" : "PyPI",
"name" : "nltk"
},
"ranges" : [ {
"type" : "ECOSYSTEM",
"events" : [ {
"introduced" : "0"
}, {
"fixed" : "3.10.3"
} ]
} ],
"database_specific" : {
"last_known_affected_version_range" : "<= 3.10.2"
}
} ],
"references" : [ {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/security/advisories/GHSA-ww6m-cw3f-q94g"
}, {
"type" : "ADVISORY",
"url" : "https://nvd.nist.gov/vuln/detail/CVE-2026-81722"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/commit/7808692d451b962711005d954859bb83aabcf8fa"
}, {
"type" : "PACKAGE",
"url" : "https://github.com/nltk/nltk"
}, {
"type" : "WEB",
"url" : "https://github.com/nltk/nltk/releases/tag/v3.10.3"
}, {
"type" : "WEB",
"url" : "https://github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3738.yaml"
}, {
"type" : "WEB",
"url" : "https://www.vulncheck.com/advisories/nltk-porterstemmer-before-3.10.3-quadratic-time-dos"
} ],
"database_specific" : {
"cwe_ids" : [ "CWE-407" ],
"severity" : "MODERATE",
"github_reviewed" : true,
"github_reviewed_at" : "2026-09-02T14:36:15Z",
"nvd_published_at" : null
}
}