AI and data stack advisories

Severe, 6 weeks1496Projects326

1496 severe, 6 weeks · 326 projects

NLTKGHSA-8mgp-746c-j5xp

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

NLTK

CVE-2026-81726 · Published Sep 2, 2026 · updated Nov 2, 2026

High7.0
Fix: upgrade to 3.10.4 or later
GitHub advisory

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...

Affected versions

PackageAffectedFixed in
nltk
PyPI
< 3.10.43.10.4

Changes since it was listed

Fixed inNov 3Fixed in: none to 3.10.4
Details and references

### 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** ```text 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. ### References - https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/parse/transitionparser.py#L551-L571 - https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L106-L113 - https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/tag/perceptron.py#L262-L273 - https://github.com/nltk/nltk/blob/v3.10.0-rc2/nltk/classify/maxent.py#L1583-L1602

CVSS 3.1
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:L/A:L
Severity from
GitHub (reviewed advisory)
Weakness
CWE-22, CWE-59, CWE-73
Also known as
CVE-2026-81726, PYSEC-2026-3740

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