The snorkel library thru v0.10.0 contains a critical insecure deserialization vulnerability (CWE-502) in the BaseLabeler.load() method of the BaseLabeler class. The method loads serialized labeler models using the unsafe pickle.load() function on user-supplied file paths without any validation or security controls. Python's pickle module is inherently dangerous for deserializing untrusted data, as it can execute arbitrary code during the deserialization process. A remote attacker can exploit this by providing a maliciously crafted pickle file, leading to arbitrary code execution on the victim's system when the file is loaded via the vulnerable method.
CVE-2026-31223
“—” beside the score: it is equal to NVD's CVSS score.
Score 8.8 from GitHub Security Advisory (severity: HIGH) published 2026-05-12. NVD baseline CVSS 8.8; sources differ by 0.0.
- High severity, but no confirmed exploitation yet
No fix is confirmed yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for the fix.
- CVSS v3
- 8.8
- EG Score
- 8.8HIGHmedium confidence
- EG Risk
- 40EG Risk 40/100
EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).
How it’s computed (value × EchelonGraph’s weight)Severity88% × 45%The EG Score, 8.8 of 10.Exploitation0.7% × 40%FIRST EPSS: the 30-day exploitation probability when EchelonGraph scored this CVE.Automatability0% × 15%CISA's SSVC Automatable value: no (Vulnrichment).SSVC (CISA's decision table, applied by EchelonGraph): Track at low or medium mission impact; Track* at high (mission-essential systems).Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE.Action: No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix. - EPSS PROB
- 0.7%
- EPSS %ILE
- 51st
- KEV
- Not listed
SSVC (CISA's decision table, applied by EchelonGraph)Track at low or medium mission impact; Track* at high (mission-essential systems).
No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix.
Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE. Mission impact is CISA's Mission & Well-being decision point, and only you can judge it. CISA's table makes it high when Mission Prevalence is Essential — the vulnerable component "directly provides capabilities that constitute at least one MEF for at least one entity" (MEF: mission essential function) — or when Public Well-Being Impact is Irreversible: "multiple fatalities are likely", the cyber-physical system "is likely lost or destroyed", "extreme or serious externalities" are imposed on other parties, or social systems such as elections or the financial grid "are destabilized and potentially collapse". CISA's decision table
BOD 26-04 (CISA's remediation timeline, Table 1)14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.
In CISA KEV no (CISA's KEV catalog) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Whether your system is publicly exposed is yours to answer. BOD 26-04 binds US Federal Civilian Executive Branch agencies; for anyone else it is CISA's published timeline, a reference rather than an obligation. The directive · how EchelonGraph applies it
Published
May 12, 2026
Last Modified
May 15, 2026
Advisory Details (2)
Auto-updated May 13, 2026GitHub - snorkel-team/snorkel: A system for quickly generating training data with weak supervision · GitHub
https://github.com/snorkel-team/snorkelVendor Advisories for CVE-2026-31223(1)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
Patch Availability(1)
| Vendor / Ecosystem | Fix (by version range) / Patch | Released | Source |
|---|---|---|---|
| pip | snorkel | — | ghsa |
Patches are aggregated from vendor advisories (Red Hat, Microsoft, Cisco, GitHub) and package ecosystems (OSV, GHSA). Multiple rows for the same upstream release have been deduplicated.
Affected Packages
(1 across 1 ecosystem)
PyPI(1)
| Package | Vulnerable range | Fix by version range | Dependents |
|---|---|---|---|
| snorkel | 0.10.0 ... 0.9.9 (11 versions) |
| — |
Weakness Classification(1)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 10× in last 7d / 25× in last 30d)
Each row is a time one of our pipelines fetched, updated or re-scored this CVE. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. An arrow marks a change the record states ("CVSS v3 → 9.1"); EPSS and GHSA rows show the values recorded at that time, not what changed (EPSS values are rounded; hover one for the exact figures). Most recent first.
Showing the most recent 95 of 255 refreshes on record for this CVE.
A repeat, a row identical to one the same pipeline wrote less than 10 seconds earlier, is not a separate refresh and is not counted. 5 repeat rows among the latest 100 are merged into the row they repeat. The 160 oldest rows on record are not shown and were not checked, so the counts can still include repeats.
- 2026-10-11 19:57 UTCEG score recompute
- 2026-10-11 17:11 UTCEG score recompute
- 2026-10-11 14:39 UTCEG score recompute
- 2026-10-11 13:48 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-10 20:00 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-09 20:07 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-08 17:12 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-07 23:47 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-06 15:17 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-05 17:42 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-04 23:22 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-10-03 14:25 UTCEPSS rescoreEPSS 0.7% · 51st percentile
- 2026-10-01 19:49 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-09-30 15:03 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-09-30 06:28 UTCOSV refresh
- 2026-09-28 13:51 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-09-26 15:58 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-09-26 00:26 UTCEPSS rescoreEPSS 0.7% · 50th percentile
- 2026-09-20 20:15 UTCEPSS rescoreEPSS 0.4% · 33rd percentile
- 2026-09-18 19:27 UTCEPSS rescoreEPSS 0.4% · 33rd percentile
- 2026-09-17 19:30 UTCEPSS rescoreEPSS 0.4% · 33rd percentile
- 2026-09-16 14:08 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-16 05:15 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-13 16:47 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-12 15:01 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
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- 2026-09-11 14:52 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-11 11:23 UTCOSV refresh
- 2026-09-10 09:34 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-08 22:00 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-07 16:01 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-06 13:47 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-04 05:06 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-02 14:11 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-01 13:53 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-09-01 04:39 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-30 19:17 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-30 01:22 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-28 21:41 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-27 14:25 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-26 14:46 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-25 13:49 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-24 14:17 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-23 18:25 UTCEG score recompute
- 2026-08-23 18:25 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-23 00:19 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-21 23:49 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-20 22:55 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-19 17:03 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-18 13:48 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-17 13:47 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-17 10:55 UTCEG score recompute
- 2026-08-17 10:54 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-16 14:56 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-16 04:17 UTCEG score recompute
- 2026-08-16 04:17 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-16 02:14 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-15 02:22 UTCEG score recompute
- 2026-08-15 02:21 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-15 01:30 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-14 14:35 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-14 02:48 UTCEG score recompute
- 2026-08-14 02:48 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-13 22:00 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-13 04:04 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-12 16:17 UTCEG score recompute
- 2026-08-12 16:17 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-12 13:50 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-11 15:43 UTCEG score recompute
- 2026-08-11 15:43 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-11 01:23 UTCEG score recompute
- 2026-08-11 01:23 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-11 00:00 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-10 13:36 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-10 01:42 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-09 13:54 UTCEG score recompute
- 2026-08-09 13:54 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-09 13:46 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-09 02:07 UTCEG score recompute
- 2026-08-09 02:07 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-08 16:37 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-08 09:30 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-07 21:43 UTCEG score recompute
- 2026-08-07 21:43 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-07 09:56 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-06 21:25 UTCEG score recompute
- 2026-08-06 21:25 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-06 13:46 UTCEPSS rescoreEPSS 0.4% · 31st percentile
- 2026-08-06 09:38 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-05 21:51 UTCEG score recompute
- 2026-08-05 21:51 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-05 19:17 UTCEPSS rescoreEPSS 0.4% · 31st percentile
- 2026-08-04 15:10 UTCEPSS rescoreEPSS 0.4% · 31st percentile
- 2026-08-04 10:38 UTCEPSS rescoreEPSS 0.4% · 32nd percentile
- 2026-08-03 19:17 UTCEG score recompute
- 2026-08-03 19:17 UTCGHSA enrichmentGHSA-fq92-qc8f-482v · GitHub severity HIGH · GitHub CVSS 8.8
Related CVEs(same product + same CWE)
Frequently asked(5)
What is CVE-2026-31223?
When was the CVE record for CVE-2026-31223 published?
Is CVE-2026-31223 actively exploited?
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How do I remediate CVE-2026-31223?
Dependency Blast Radius
See which npm, PyPI, Go, and Maven packages are affected by CVE-2026-31223
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