Unsafe Deserialization in nltk (CVE-2026-78683)
Summary
Vulnerability in nltk (CVE-2026-78683). Successful exploitation can lead to full system takeover. Exploitable via RestrictedUnpickler. Mitigation: upgrade to 3.10.0 or later.
Original description
The description as published by the source.
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
RestrictedUnpicklerto block unsafe deserialization - The
restricted=Trueparameter exists in the API but is never used by any production code path - All call sites use the defa…
Source: NIST National Vulnerability Database NVD GitHub Advisory
Auto-generated summary
Assembled by SecPulse from the source data (CVSS, CWE, affected versions) using templates — no AI involved. Check the original description and references below for exact details.
A vulnerability tracked as CVE-2026-78683 has been found in nltk.
Attackers can target a specific entry point like RestrictedUnpickler over the network to misuse the product.
Successful exploitation can lead to full system takeover. CVSS score: 9.6/10.
What to do: upgrade nltk to 3.10.0 or later.
If unsure, ask your IT team or search "nltk CVE-2026-78683" on the vendor's site.
CVE-2026-78683 (nltk) — CWE-502 / CVSS v3 9.6
Attack vector: remote (network-reachable) / unauthenticated
Attack surface: RestrictedUnpickler / WarningUnpickler / pickle.Unpickler / os.system
Patched: 3.10.0 — apply immediately
Plan: 1) Audit SBOM/dependencies, 2) Stage→prod upgrade, 3) Add WAF/proxy monitoring on affected endpoints, 4) Hunt IOCs in logs.
Refs: see the GHSA / vendor advisory / patched release linked on this page.
Unsafe deserialization (CWE-502) exists in nltk. Attackers reach the vulnerable code path via RestrictedUnpickler without authentication.
Check the vendor advisory for the affected versions of nltk. Attack surface: RestrictedUnpickler / WarningUnpickler / pickle.Unpickler / os.system.
Severity: Critical (CVSS 9.6/10). Successful exploitation can lead to full system takeover.
Update to 3.10.0.
Until the patch is applied: disable the affected feature, apply WAF rules, or restrict access via network ACLs.
Search webserver/proxy logs for unusual request patterns matching this CVE's known IOCs. Run grep -r 'nltk' . against your dependency files (package-lock.json, requirements.txt, go.sum) to find affected services.
Response actions
Concrete steps and command examples for SOC/SRE teams to execute in order
-
1Identify exposure identify
grep -r 'nltk' . | grep -v node_modulesリポジトリと本番環境の依存ファイル (package-lock.json / requirements.txt / go.sum / Gemfile.lock 等) で
nltkを grep し、稼働しているサービス・バージョンを把握する。 -
2Apply patch patch
Upgrade nltk to 3.10.0ステージング環境で 3.10.0 に上げて回帰テスト → 本番反映。回帰テストはアプリの主要ハッピーパスを含めること。
-
3Post-deployment verification verify
Confirm patched version is live in productionパッチ適用後、ステージングで PoC または同等の悪用パターンを再現して脆弱性が閉じたことを確認。本番ではアクセスログ・WAF でアラート再発が無いか継続監視。
Affected packages
Fix status by distribution
Fixed packages published by each distribution for this CVE
- Debian DEBIAN-CVE-2026-78683 nltk
References
- advisory nvd.nist.gov
- package github.com
- web github.com
- web vulncheck.com
- web github.com
- web github.com
- web github.com
- web github.com
- web github.com
- web github.com