high · 8.3 Patched

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

CVE-2026-81726 · GHSA-8mgp-746c-j5xp · PYSEC-2026-3740 · published 2 Sept 2026

How serious is it

  • Severity: high, CVSS score 8.3 out of 10.
  • No exploit prediction (EPSS) score yet.
  • Not on the CISA list of exploited vulnerabilities.
  • No public exploit in Exploit-DB.

Is your app affected by CVE-2026-81726?

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Who is affected

  • nltk (PyPI) <= 3.10.3

How to check

  1. Run pip show nltk in your project to see the installed version, including copies pulled in by other packages.
  2. Or paste your lockfile into the checker: it lists every package with a known vulnerability, this one included.
  3. Or run npx shippable-dev scan localhost:3000 in your project folder. It reads your lockfile and flags this vulnerability along with every other known one.

How to fix

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  1. Upgrade nltk to 3.10.4 or later, commit the lockfile and redeploy.
  2. If a vulnerable version was live, check your logs and rotate the secrets that server could read.

The 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 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

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References

Merged from GitHub Advisory Database, OSV. Last updated 3 Nov 2026. All vulnerabilities · RSS · JSON