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CVE-2026-81724

NLTK before 3.10.3 Denial of Service via Uncontrolled Recursion

6.9 MediumFix available

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

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
Low

Exploit likelihood

0.46%Up 0.2 points since Aug 28, 2026
90%50%10%1%

What each source reports

CVE List Score used 6.9

NLTK before 3.10.3 Denial of Service via Uncontrolled Recursion

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
CVE-2026-81724
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
CVSS 3.1
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
EUVDEUVD-2026-67074 6.9

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
EUVD-2026-67074
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
Updated
2026-11-02
GitHub AdvisoriesGHSA-cw6x-m8jw-qmrh 6.9

NLTK: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input

Summary

nltk.featstruct.FeatStructReader (used by FeatStruct(str) and by FeatureGrammar.fromstring()) parses feature-structure strings such as [a=1] with a recursive-descent parser that has no nesting-depth limit. A small, trivially-crafted input (~700 bytes) with deeply nested brackets drives the parser past Python's recursion limit and raises an unhandled RecursionError instead of the library's normal, catchable ValueError/LogicalExpressionException. Any application that parses user-supplied feature-structure or feature-grammar text (e.g. NLP teaching tools, grammar "playgrounds", unification-grammar-based NLU pipelines) can be crashed by an unauthenticated input with no special privileges. This is a Denial of Service issue (CWE-674, Uncontrolled Recursion), not a memory-safety or code-execution issue.

This appears to be the same bug class as two issues already fixed elsewhere in the codebase — nltk/jsontags.py (JSONTaggedDecoder.decode_obj, guarded by MAX_DECODE_DEPTH = 200) and nltk/sem/logic.py (LogicParser, guarded by MAX_PARSE_DEPTH = 200) — but nltk/featstruct.py does not have an equivalent guard.

Details

The recursive call chain (current develop branch, nltk/featstruct.py):

  1. FeatStructReader.fromstring() (featstruct.py:2184) calls read_partial() → _read_partial() (featstruct.py:2250).
  2. _read_partial() dispatches to _read_partial_featdict(), which calls _read_value() (featstruct.py:2436) for each feature's value.
  3. _read_value() calls read_value() (featstruct.py:2442), which matches the value against VALUE_HANDLERS (featstruct.py:2478).
  4. If the value itself starts with [ (a nested feature structure), the matched handler is read_fstruct_value (featstruct.py:2479, defined at featstruct.py:2495):
    def read_fstruct_value(self, s, position, reentrances, match):
        return self.read_partial(s, position, reentrances)
    
    This calls read_partial() again, which re-enters _read_partial() — the same function from step 1.

This closes a recursive cycle (_read_partial → _read_value → read_value → read_fstruct_value → read_partial → _read_partial → ...) with no depth counter, no MAX_*_DEPTH constant, and no try/except RecursionError anywhere in the class. Each additional [ in the input adds one more full cycle of Python stack frames. Once the input nests deeply enough, Python's own recursion-limit protection fires and raises RecursionError, which is not a subclass of ValueError (the exception type this parser's own _error() helper raises for normal, well-formed parse errors) and therefore propagates uncaught through this API.

For comparison, nltk/sem/logic.py's LogicParser was hardened against exactly this class of issue:

#: Maximum expression-nesting depth the recursive-descent parser will
#: descend to. Deeply nested input would otherwise recurse until Python
#: raises an uncaught RecursionError and crashes the caller
#: (uncontrolled recursion, CWE-674); past this depth a normal
#: LogicalExpressionException is raised instead. Configurable.
MAX_PARSE_DEPTH = 200

(nltk/sem/logic.py:102-107), and nltk/jsontags.py's JSONTaggedDecoder similarly has MAX_DECODE_DEPTH = 200 with an explicit depth check. nltk/featstruct.py has no analogous protection.

FeatureGrammar.fromstring() (nltk/grammar.py) parses feature structures embedded in FCFG grammar rules via the same FeatStructReader, so the same crash is reachable through grammar-string parsing as well as through FeatStruct() directly.

PoC

Verified against the current develop branch in a clean virtualenv (Python 3.12, NLTK installed from this checkout via pip install -e .):

from…
Record
GHSA-cw6x-m8jw-qmrh
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
CVSS 3.1
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
GitHub AdvisoriesGHSA-pf76-q698-37v8 6.9

Duplicate Advisory: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input

Duplicate Advisory

This advisory has been withdrawn because it is a duplicate of GHSA-cw6x-m8jw-qmrh. This link is maintained to preserve external references.

Original Description

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
GHSA-pf76-q698-37v8
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/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
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
NVD 6.9

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
CVE-2026-81724
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/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
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
OSV 6.9

NLTK before 3.10.3 Denial of Service via Uncontrolled Recursion

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
CVE-2026-81724
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
Weakness
CWE-674
Updated
2026-11-02
Show 5 moreShow less
OSVDEBIAN-CVE-2026-81724 6.9

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
DEBIAN-CVE-2026-81724
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/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-cw6x-m8jw-qmrh 6.9

NLTK: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input

Summary

nltk.featstruct.FeatStructReader (used by FeatStruct(str) and by FeatureGrammar.fromstring()) parses feature-structure strings such as [a=1] with a recursive-descent parser that has no nesting-depth limit. A small, trivially-crafted input (~700 bytes) with deeply nested brackets drives the parser past Python's recursion limit and raises an unhandled RecursionError instead of the library's normal, catchable ValueError/LogicalExpressionException. Any application that parses user-supplied feature-structure or feature-grammar text (e.g. NLP teaching tools, grammar "playgrounds", unification-grammar-based NLU pipelines) can be crashed by an unauthenticated input with no special privileges. This is a Denial of Service issue (CWE-674, Uncontrolled Recursion), not a memory-safety or code-execution issue.

This appears to be the same bug class as two issues already fixed elsewhere in the codebase — nltk/jsontags.py (JSONTaggedDecoder.decode_obj, guarded by MAX_DECODE_DEPTH = 200) and nltk/sem/logic.py (LogicParser, guarded by MAX_PARSE_DEPTH = 200) — but nltk/featstruct.py does not have an equivalent guard.

Details

The recursive call chain (current develop branch, nltk/featstruct.py):

  1. FeatStructReader.fromstring() (featstruct.py:2184) calls read_partial() → _read_partial() (featstruct.py:2250).
  2. _read_partial() dispatches to _read_partial_featdict(), which calls _read_value() (featstruct.py:2436) for each feature's value.
  3. _read_value() calls read_value() (featstruct.py:2442), which matches the value against VALUE_HANDLERS (featstruct.py:2478).
  4. If the value itself starts with [ (a nested feature structure), the matched handler is read_fstruct_value (featstruct.py:2479, defined at featstruct.py:2495):
    def read_fstruct_value(self, s, position, reentrances, match):
        return self.read_partial(s, position, reentrances)
    
    This calls read_partial() again, which re-enters _read_partial() — the same function from step 1.

This closes a recursive cycle (_read_partial → _read_value → read_value → read_fstruct_value → read_partial → _read_partial → ...) with no depth counter, no MAX_*_DEPTH constant, and no try/except RecursionError anywhere in the class. Each additional [ in the input adds one more full cycle of Python stack frames. Once the input nests deeply enough, Python's own recursion-limit protection fires and raises RecursionError, which is not a subclass of ValueError (the exception type this parser's own _error() helper raises for normal, well-formed parse errors) and therefore propagates uncaught through this API.

For comparison, nltk/sem/logic.py's LogicParser was hardened against exactly this class of issue:

#: Maximum expression-nesting depth the recursive-descent parser will
#: descend to. Deeply nested input would otherwise recurse until Python
#: raises an uncaught RecursionError and crashes the caller
#: (uncontrolled recursion, CWE-674); past this depth a normal
#: LogicalExpressionException is raised instead. Configurable.
MAX_PARSE_DEPTH = 200

(nltk/sem/logic.py:102-107), and nltk/jsontags.py's JSONTaggedDecoder similarly has MAX_DECODE_DEPTH = 200 with an explicit depth check. nltk/featstruct.py has no analogous protection.

FeatureGrammar.fromstring() (nltk/grammar.py) parses feature structures embedded in FCFG grammar rules via the same FeatStructReader, so the same crash is reachable through grammar-string parsing as well as through FeatStruct() directly.

PoC

Verified against the current develop branch in a clean virtualenv (Python 3.12, NLTK installed from this checkout via pip install -e .):

from…
Record
GHSA-cw6x-m8jw-qmrh
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
CVSS 3.1
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
OSVGHSA-pf76-q698-37v8 6.9

Duplicate Advisory: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input

Duplicate Advisory

This advisory has been withdrawn because it is a duplicate of GHSA-cw6x-m8jw-qmrh. This link is maintained to preserve external references.

Original Description

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
GHSA-pf76-q698-37v8
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/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
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Weakness
CWE-674
Updated
2026-11-02
OSVPYSEC-2026-3739 6.9

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
PYSEC-2026-3739
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/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
OSVUBUNTU-CVE-2026-81724 6.9

NLTK before 3.10.3 contains an uncontrolled recursion vulnerability in nltk.featstruct.FeatStructReader that allows unauthenticated attackers to cause a denial of service by supplying deeply nested feature-structure input. Attackers can craft trivial payloads with nested brackets that exceed Python's recursion limit and raise an unhandled RecursionError, crashing applications that parse user-supplied feature structures or feature grammars.

Record
UBUNTU-CVE-2026-81724
CVSS 4.0
6.9 MediumCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
CVSS 3.1
5.3 MediumCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
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
nltk
Ubuntu:Pro:14.04:LTS
All versions, plus listed versions
2.0~b9-0ubuntu42.0~b9-0ubuntu4.1~esm22.0~b9-0ubuntu4.1~esm42.0~b9-0ubuntu4.1~esm52.0~b9-0ubuntu4.1~esm6
None known
nltk
Ubuntu:Pro:16.04:LTS
All versions, plus listed versions
3.0.4-13.0.5-13.1-13.1-1ubuntu0.13.1-1ubuntu0.1+esm13.1-1ubuntu0.1+esm23.1-1ubuntu0.1+esm33.1-1ubuntu0.1+esm4
None known
nltk
Ubuntu:Pro:18.04:LTS
All versions, plus listed versions
3.2.4-13.2.5-13.2.5-1ubuntu0.13.2.5-1ubuntu0.1+esm13.2.5-1ubuntu0.1+esm23.2.5-1ubuntu0.1+esm33.2.5-1ubuntu0.1+esm4
None known
nltk
Ubuntu:Pro:20.04:LTS
All versions, plus listed versions
3.4.5-13.4.5-23.4.5-2ubuntu0.1~esm13.4.5-2ubuntu0.1~esm23.4.5-2ubuntu0.1~esm33.4.5-2ubuntu0.1~esm4
None known
nltk
Ubuntu:Pro:22.04:LTS
All versions, plus listed versions
3.5-13.6.5-13.6.7-13.7-13.7-1ubuntu0.1~esm13.7-1ubuntu0.1~esm2
None known
nltk
Ubuntu:Pro:24.04:LTS
All versions, plus listed versions
3.8.1-13.8.1-1ubuntu0.1~esm13.8.1-1ubuntu0.1~esm2
None known
nltk
Ubuntu:Pro:26.04:LTS
All versions, plus listed versions
3.9.1-23.9.1-2build13.9.2-13.9.2-1ubuntu0.1~esm13.9.2-1ubuntu0.1~esm2
None known

History

History
RecordedChangedSources
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-2026-81724 is a medium vulnerability (CVSS 6.9) in Nltk, published August 27, 2026. No source lists public exploit code. EPSS puts the chance of exploitation in the next 30 days at 0.46%, the 39th percentile. Fixed in nltk 3.10.3.

References

Show 7 moreShow less
This page doesn't list everything

Left out here: 18 versions and the rest of 2 source descriptions. The JSON record has them.

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