High

NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots

  • Disclosed: 27.08.2026
  • Updated: 11.10.2026 15:17

Summary

Several model-artifact APIs still treat caller-controlled model paths as ordinary filenames even when NLTK path security is enforced. The same outside-root paths are rejected by guarded helpers, but these public read and write flows still use raw file APIs.

Details

  • Vulnerability type: File sandbox bypass
  • Affected component: TransitionParser.train, TransitionParser.parse, AveragedPerceptron.save, AveragedPerceptron.load, PerceptronTagger.save_to_json, save_maxent_params
  • Affected versions: Published 3.9.4 and current source v3.10.0-rc2 both reproduced.
  • Patched versions: Not yet patched
  • Root cause: Model import and export helpers use built-in open() on caller-controlled paths instead of pathsec-aware helpers.

TransitionParser.train() writes outside allowed roots, TransitionParser.parse() reads outside allowed roots, AveragedPerceptron bypasses the sandbox in both directions, and adjacent read-side helpers in the same family already show the intended guarded behavior. I confirmed outside-root reads and writes while pathsec.open() or the guarded sibling helpers rejected the same paths.

PoC

Preconditions

  • The application enables pathsec enforcement and lets untrusted workflows choose model import or export paths.

Steps

  1. Enable pathsec.ENFORCE=True and restrict allowed roots to a dedicated sandbox directory.
  2. Use public model import or export APIs with paths that point outside that root.
  3. Observe the same paths are rejected by negative-control guarded helpers such as pathsec.open(), PerceptronTagger.load_from_json(), or load_maxent_params().
  4. Observe the vulnerable APIs still read or write outside-root files successfully.

Minimal reproducible excerpt

transition_train_exists True
transition_parse_loader_read_bytes 13
averaged_load_keys ['bias']
maxent_save wrote ['alwayson.tab', 'labels.txt']

Impact

Consumers that rely on pathsec for local containment can be tricked into reading or overwriting files outside approved roots through normal model persistence and loading APIs.

Remediation

Route all model-path file access through nltk.pathsec.open() or existing pathsec-aware helpers, and add regression tests that pair each vulnerable API with a negative control on the same path.

Affected software

Click a technology to see all vulnerabilities affecting it.

PlatformPackageVulnerable versionsFixed in
Python (PyPI) nltk <= 3.10.3 no fix

References

CVSS score 7/10
CVSS vector
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L
Weakness (CWE)
CWE-22, CWE-59, CWE-73
Platform
Python (PyPI)
Package
nltk
Disclosed
27.08.2026
Updated
11.10.2026 15:17

Sources and licenses

OSV / GitHub Advisory Database - PYSEC-2026-3740 - PyPA Advisory Database; CC BY 4.0

OSV / GitHub Advisory Database - GHSA-8mgp-746c-j5xp - 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.

All (52) in the archive
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

  1. 2019: 1
  2. 2020: 0
  3. 2021: 2
  4. 2022: 1
  5. 2023: 0
  6. 2024: 1
  7. 2025: 0
  8. 2026: 47
Severity:
  1. NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots this entry
    High · 7.0 CVE-2026-81726 <= 3.10.3 no fix
  2. High CVE-2026-79674 < 3.10.3 3.10.3
  3. High · 8.8 CVE-2026-71513 >= 3.10.0, < 3.10.3 3.10.3
  4. High · 5.9 CVE-2026-62385 < 3.10.0 3.10.0
Show more (17) Showing 20 of 37

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