CVE-2026-81725: NLTK Denial of Service Vulnerability
MODERATECVE-2026-81725 is a MODERATE denial of service vulnerability (CWE-400: Uncontrolled Resource Consumption) affecting NLTK libraries in the PyPI ecosystem. The issue involves pl196xcorpusreader has quadratic redos on malformed tei blocks. Remediation is available by upgrading affected packages to version 3.10.3.
CVE-2026-81725 at a Glance
How to Fix CVE-2026-81725
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-2026-81725, 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-400: Uncontrolled Resource Consumption, where the product does not properly control the allocation and maintenance of a limited 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-2026-81725 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-2026-81725?
Which NLTK versions are affected?
What version fixes CVE-2026-81725?
Is nltk affected?
What CWE is associated with CVE-2026-81725?
How can I check PyPI dependencies for CVE-2026-81725?
Machine-readable OSV JSON
OSV v1.5 Schema
{
"schema_version" : "1.4.0",
"id" : "GHSA-8mpw-7fpc-4gqj",
"modified" : "2026-09-08T20:28:46Z",
"published" : "2026-09-08T20:28:46Z",
"aliases" : [ "CVE-2026-81725" ],
"summary" : "NLTK: Pl196xCorpusReader has quadratic ReDoS on malformed TEI blocks",
"details" : "### Summary\n\n`Pl196xCorpusReader` still parses whole TEI blocks with multiple lazy regexes over attacker-controlled text. A malformed file with many opening tags and no matching closing tags forces repeated rescans and produces quadratic CPU growth in public reader APIs.\n\n### Details\n\n- **Vulnerability type:** Regular-expression denial of service\n- **Affected component:** `nltk.corpus.reader.pl196x.TEICorpusView.read_block` and `Pl196xCorpusReader` public methods\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:** Lazy `.*?` whole-block regexes rescan untrusted XML-like blocks from each opening-tag position.\n\nThe parser uses regexes for paragraphs, sentences, and word tags across the whole `<text>` block. When the attacker supplies many unmatched opening tags, each attempt scans toward the end of the block and fails, then restarts from the next opening tag. There is near four-times runtime growth each time the number of malformed `<p>` tags doubled, through normal public calls such as `words()` and `tagged_words()`.\n\n### PoC\n\n**Preconditions**\n- The application parses attacker-influenced PL196X or TEI-like corpus files through public reader APIs.\n\n**Steps**\n1. Create a corpus file with a valid header followed by a `<text>` block that contains many opening tags and no matching closing tags.\n2. Instantiate `Pl196xCorpusReader` on that corpus.\n3. Call `words()` or `tagged_words()` and measure elapsed time as the malformed tag count doubles.\n4. Observe near quadratic growth instead of near-linear behavior.\n\n**Minimal reproducible excerpt**\n\n```text\nsize=1000 0.014s\nsize=2000 0.057s\nsize=4000 0.231s\nsize=8000 0.927s\n```\n\n### Impact\n\nA consumer that accepts attacker-influenced corpus files can be forced into heavy CPU use and parser-thread stalling before the application concludes the input contains no valid content.\n\n### Remediation\n\nReplace the whole-block lazy-regex parser with a linear parser or bounded tokenizer, and add regression tests that assert near-linear behavior on malformed inputs with many unmatched tags.",
"severity" : [ {
"type" : "CVSS_V4",
"score" : "CVSS:4.0/AV:N/AC:H/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-8mpw-7fpc-4gqj"
}, {
"type" : "ADVISORY",
"url" : "https://nvd.nist.gov/vuln/detail/CVE-2026-81725"
}, {
"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-2026-3752.yaml"
}, {
"type" : "WEB",
"url" : "https://www.vulncheck.com/advisories/nltk-before-3.10.3-regular-expression-denial-of-service-via-pl196xcorpusreader"
} ],
"database_specific" : {
"cwe_ids" : [ "CWE-1333", "CWE-400" ],
"severity" : "MODERATE",
"github_reviewed" : true,
"github_reviewed_at" : "2026-09-08T20:28:46Z",
"nvd_published_at" : null
}
}