PYSEC-2026-2577

Vulnerability from pysec - Published: 2026-07-13 15:46 - Updated: 2026-07-13 16:04
VLAI
Details

SQLChatAgent _validate_query dangerous-pattern regex is bypassable via quoted/commented/qualified function names

Summary

The SQLChatAgent SQL-injection mitigation, with default allow_dangerous_operations=False, combines a raw-text regex blocklist (_DANGEROUS_SQL_PATTERNS) with a sqlglot SELECT-only statement allowlist. The blocklist entries that target callable functions require the function name to be immediately followed by \s*\(.

PostgreSQL accepts the same call with the name separated from ( by a quoted identifier, an inline comment, or schema qualification. These forms evade the regex, still parse as SELECT, and execute the same PostgreSQL function. This restores the pg_read_file server-side file-read primitive that the prior CVE-2026-25879 / GHSA-pmch-g965-grmr fix was meant to block: the parent advisory fixed a missing pg_read_file blocklist entry, while this report shows that the added regex is bypassable.

Affected Code

Tested against current main commit:

6e8e7b2bb23ec04c1c25be479f16b8cc9a4f8796

The current source still contains:

re.compile(r"\bpg_(read|stat|ls|current_logfile)[A-Za-z0-9_]*\s*\(", re.IGNORECASE)

_validate_query checks the raw query against _DANGEROUS_SQL_PATTERNS, then parses with sqlglot and allows SELECT statements. The dangerous-call check is raw text, not normalized AST function-name matching.

Root Cause

The current mitigation treats dangerous PostgreSQL function calls as a raw-text regex problem. The regex requires the pg_... function token to be followed directly by optional whitespace and (, but PostgreSQL accepts equivalent calls through quoted identifiers, comments, and schema-qualified names. Because _validate_query only uses sqlglot to enforce the top-level statement type, those normalized function names are never checked after parsing.

Auth Boundary

The boundary is the default SQLChatAgent safety policy between attacker-influenced SQL generation and database operations that can read server-side files. With allow_dangerous_operations=False, a user or prompt that influences generated SQL should not be able to bypass the guard and execute PostgreSQL file-read functions such as pg_read_file.

This is not a new unauthenticated endpoint or product-wide SQL injection; it applies when untrusted user content can influence SQLChatAgent's generated SQL.

Reproduction

The local harness uses the current sql_chat_agent.py, extracts the real shipped dangerous regex list, validates the queries with real sqlglot==30.8.0, then executes the accepted bypasses against a local throwaway PostgreSQL 16 container.

Transcript excerpt:

CONTROL   "SELECT pg_read_file('/etc/passwd')" -> REJECTED: matches '\\bpg_(read|stat|ls|current_logfile)[A-Za-z0-9_]*\\s*\\('
BYPASS    'SELECT "pg_read_file"(\'/etc/passwd\')' -> ALLOWED (validator returned None -> would execute)
BYPASS    "SELECT pg_read_file/**/('/etc/passwd')" -> ALLOWED (validator returned None -> would execute)
BYPASS    'SELECT pg_catalog."pg_read_file"(\'/etc/passwd\')' -> ALLOWED (validator returned None -> would execute)

=== Part B: real PostgreSQL execution of the bypass ===
connected; is_superuser=t
  executed bypass 'SELECT "pg_read_file"(\'<file>\')' -> file contents returned: 'LANGROID_SAFE_MARKER_...'
  executed bypass "SELECT pg_read_file/**/('<file>')" -> file contents returned: 'LANGROID_SAFE_MARKER_...'
  executed bypass 'SELECT pg_catalog."pg_read_file"(\'<file>\')' -> file contents returned: 'LANGROID_SAFE_MARKER_...'

RESULT: VULNERABLE

The control query is blocked by the current regex, while all three equivalent PostgreSQL forms are allowed by the validator and return the mounted proof file contents from a real PostgreSQL server. The LANGROID_SAFE_MARKER_... value is a harmless marker generated inside the throwaway local container for this proof.

Impact

On a deployment using SQLChatAgent against PostgreSQL with a role able to call pg_read_file (superuser, or a role granted pg_read_server_files), an attacker who can influence LLM-generated SQL can coerce the agent into emitting one of the obfuscated queries and read files accessible to the PostgreSQL server process through pg_read_file.

This is the same impact and precondition shape as the published pg_read_file advisory, but it targets the bypassability of the current regex-based fix rather than the pre-fix absence of a pg_read_file block.

Severity: High by parity with the published parent advisory; not Critical. CWE-184 leading to server-side file read.

Suggested Fix

Do not rely on raw-text regex matching for dangerous-call detection. After the existing sqlglot parse, walk the AST and reject any function invocation whose normalized, unquoted, schema-stripped, case-folded name is in a dangerous set such as pg_read_file, pg_read_binary_file, pg_ls_dir, pg_stat_file, lo_import, lo_export, load_file, or load_extension.

Also recommend running SQLChatAgent with a least-privilege database role that lacks pg_read_server_files.

Impacted products
Name purl
langroid pkg:pypi/langroid

{
  "affected": [
    {
      "package": {
        "ecosystem": "PyPI",
        "name": "langroid",
        "purl": "pkg:pypi/langroid"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "0"
            },
            {
              "fixed": "0.65.1"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ],
      "versions": [
        "0.1.100",
        "0.1.101",
        "0.1.102",
        "0.1.103",
        "0.1.104",
        "0.1.105",
        "0.1.106",
        "0.1.107",
        "0.1.108",
        "0.1.109",
        "0.1.11",
        "0.1.110",
        "0.1.111",
        "0.1.112",
        "0.1.113",
        "0.1.114",
        "0.1.117",
        "0.1.118",
        "0.1.119",
        "0.1.12",
        "0.1.120",
        "0.1.121",
        "0.1.122",
        "0.1.123",
        "0.1.124",
        "0.1.125",
        "0.1.126",
        "0.1.127",
        "0.1.128",
        "0.1.129",
        "0.1.13",
        "0.1.130",
        "0.1.131",
        "0.1.132",
        "0.1.133",
        "0.1.134",
        "0.1.135",
        "0.1.136",
        "0.1.137",
        "0.1.138",
        "0.1.139",
        "0.1.140",
        "0.1.141",
        "0.1.142",
        "0.1.143",
        "0.1.144",
        "0.1.145",
        "0.1.147",
        "0.1.148",
        "0.1.149",
        "0.1.15",
        "0.1.150",
        "0.1.151",
        "0.1.152",
        "0.1.153",
        "0.1.154",
        "0.1.155",
        "0.1.156",
        "0.1.157",
        "0.1.158",
        "0.1.159",
        "0.1.160",
        "0.1.161",
        "0.1.162",
        "0.1.163",
        "0.1.164",
        "0.1.165",
        "0.1.166",
        "0.1.167",
        "0.1.168",
        "0.1.169",
        "0.1.17",
        "0.1.170",
        "0.1.171",
        "0.1.172",
        "0.1.173",
        "0.1.174",
        "0.1.175",
        "0.1.176",
        "0.1.177",
        "0.1.178",
        "0.1.179",
        "0.1.18",
        "0.1.181",
        "0.1.182",
        "0.1.183",
        "0.1.184",
        "0.1.185",
        "0.1.186",
        "0.1.187",
        "0.1.188",
        "0.1.189",
        "0.1.19",
        "0.1.190",
        "0.1.191",
        "0.1.192",
        "0.1.193",
        "0.1.194",
        "0.1.195",
        "0.1.196",
        "0.1.197",
        "0.1.198",
        "0.1.199",
        "0.1.20",
        "0.1.200",
        "0.1.201",
        "0.1.202",
        "0.1.203",
        "0.1.205",
        "0.1.206",
        "0.1.207",
        "0.1.208",
        "0.1.209",
        "0.1.21",
        "0.1.210",
        "0.1.211",
        "0.1.212",
        "0.1.213",
        "0.1.214",
        "0.1.215",
        "0.1.217",
        "0.1.218",
        "0.1.219",
        "0.1.22",
        "0.1.221",
        "0.1.222",
        "0.1.224",
        "0.1.225",
        "0.1.226",
        "0.1.227",
        "0.1.228",
        "0.1.229",
        "0.1.23",
        "0.1.230",
        "0.1.231",
        "0.1.233",
        "0.1.234",
        "0.1.235",
        "0.1.236",
        "0.1.237",
        "0.1.238",
        "0.1.239",
        "0.1.24",
        "0.1.240",
        "0.1.241",
        "0.1.243",
        "0.1.244",
        "0.1.245",
        "0.1.246",
        "0.1.247",
        "0.1.248",
        "0.1.249",
        "0.1.25",
        "0.1.250",
        "0.1.251",
        "0.1.252",
        "0.1.253",
        "0.1.254",
        "0.1.256",
        "0.1.257",
        "0.1.258",
        "0.1.26",
        "0.1.260",
        "0.1.261",
        "0.1.262",
        "0.1.263",
        "0.1.265",
        "0.1.27",
        "0.1.28",
        "0.1.29",
        "0.1.30",
        "0.1.31",
        "0.1.32",
        "0.1.33",
        "0.1.34",
        "0.1.35",
        "0.1.36",
        "0.1.37",
        "0.1.38",
        "0.1.39",
        "0.1.40",
        "0.1.41",
        "0.1.42",
        "0.1.43",
        "0.1.44",
        "0.1.46",
        "0.1.47",
        "0.1.48",
        "0.1.49",
        "0.1.50",
        "0.1.51",
        "0.1.52",
        "0.1.53",
        "0.1.54",
        "0.1.55",
        "0.1.56",
        "0.1.57",
        "0.1.58",
        "0.1.59",
        "0.1.60",
        "0.1.61",
        "0.1.62",
        "0.1.63",
        "0.1.64",
        "0.1.65",
        "0.1.66",
        "0.1.67",
        "0.1.68",
        "0.1.69",
        "0.1.72",
        "0.1.73",
        "0.1.76",
        "0.1.77",
        "0.1.78",
        "0.1.79",
        "0.1.8",
        "0.1.80",
        "0.1.81",
        "0.1.83",
        "0.1.84",
        "0.1.85",
        "0.1.86",
        "0.1.87",
        "0.1.88",
        "0.1.89",
        "0.1.9",
        "0.1.90",
        "0.1.91",
        "0.1.92",
        "0.1.93",
        "0.1.94",
        "0.1.95",
        "0.1.96",
        "0.1.97",
        "0.1.98",
        "0.1.99",
        "0.10.0",
        "0.10.1",
        "0.10.2",
        "0.11.0",
        "0.12.0",
        "0.13.0",
        "0.14.0",
        "0.15.0",
        "0.15.1",
        "0.15.2",
        "0.16.0",
        "0.16.1",
        "0.16.2",
        "0.16.3",
        "0.16.4",
        "0.16.5",
        "0.16.6",
        "0.16.7",
        "0.17.0",
        "0.17.1",
        "0.18.0",
        "0.18.1",
        "0.18.2",
        "0.18.3",
        "0.19.0",
        "0.19.1",
        "0.19.2",
        "0.19.3",
        "0.19.4",
        "0.19.5",
        "0.2.0",
        "0.2.10",
        "0.2.11",
        "0.2.12",
        "0.2.2",
        "0.2.3",
        "0.2.4",
        "0.2.5",
        "0.2.6",
        "0.2.7",
        "0.2.9",
        "0.20.0",
        "0.20.1",
        "0.21.0",
        "0.22.0",
        "0.22.1",
        "0.22.2",
        "0.22.3",
        "0.22.4",
        "0.22.5",
        "0.22.6",
        "0.22.7",
        "0.23.0",
        "0.23.1",
        "0.23.2",
        "0.23.3",
        "0.24.1",
        "0.25.0",
        "0.26.0",
        "0.26.1",
        "0.26.2",
        "0.27.1",
        "0.27.2",
        "0.27.3",
        "0.27.4",
        "0.28.0",
        "0.28.1",
        "0.28.2",
        "0.28.3",
        "0.28.4",
        "0.28.5",
        "0.28.6",
        "0.28.7",
        "0.29.0",
        "0.3.0",
        "0.3.1",
        "0.30.0",
        "0.30.1",
        "0.31.0",
        "0.31.1",
        "0.31.2",
        "0.31.3",
        "0.32.0",
        "0.32.1",
        "0.32.2",
        "0.33.10",
        "0.33.11",
        "0.33.12",
        "0.33.13",
        "0.33.3",
        "0.33.4",
        "0.33.6",
        "0.33.7",
        "0.33.8",
        "0.33.9",
        "0.34.0",
        "0.34.1",
        "0.35.0",
        "0.35.1",
        "0.36.0",
        "0.36.1",
        "0.37.0",
        "0.37.1",
        "0.37.2",
        "0.37.3",
        "0.37.4",
        "0.37.5",
        "0.37.6",
        "0.37.7",
        "0.38.0",
        "0.39.0",
        "0.39.1",
        "0.39.2",
        "0.39.3",
        "0.39.4",
        "0.39.5",
        "0.40.0",
        "0.41.0",
        "0.41.1",
        "0.41.2",
        "0.41.3",
        "0.41.4",
        "0.41.5",
        "0.42.0",
        "0.42.1",
        "0.42.10",
        "0.42.2",
        "0.42.3",
        "0.42.4",
        "0.42.5",
        "0.42.6",
        "0.42.7",
        "0.42.8",
        "0.42.9",
        "0.43.0",
        "0.43.1",
        "0.44.0",
        "0.45.0",
        "0.45.1",
        "0.45.10",
        "0.45.2",
        "0.45.3",
        "0.45.4",
        "0.45.5",
        "0.45.6",
        "0.45.7",
        "0.45.8",
        "0.46.0",
        "0.47.0",
        "0.47.1",
        "0.47.2",
        "0.48.0",
        "0.48.1",
        "0.48.2",
        "0.48.3",
        "0.49.0",
        "0.49.1",
        "0.5.0",
        "0.5.1",
        "0.50.0",
        "0.50.1",
        "0.50.10",
        "0.50.11",
        "0.50.12",
        "0.50.2",
        "0.50.3",
        "0.50.4",
        "0.50.5",
        "0.50.6",
        "0.50.7",
        "0.50.8",
        "0.50.9",
        "0.51.0",
        "0.51.1",
        "0.51.2",
        "0.52.0",
        "0.52.1",
        "0.52.2",
        "0.52.3",
        "0.52.4",
        "0.52.5",
        "0.52.6",
        "0.52.7",
        "0.52.8",
        "0.52.9",
        "0.53.0",
        "0.53.1",
        "0.53.10",
        "0.53.11",
        "0.53.12",
        "0.53.13",
        "0.53.14",
        "0.53.15",
        "0.53.16",
        "0.53.2",
        "0.53.4",
        "0.53.5",
        "0.53.6",
        "0.53.7",
        "0.53.8",
        "0.54.0",
        "0.54.1",
        "0.54.2",
        "0.55.0",
        "0.55.1",
        "0.56.0",
        "0.56.1",
        "0.56.10",
        "0.56.11",
        "0.56.12",
        "0.56.13",
        "0.56.14",
        "0.56.15",
        "0.56.16",
        "0.56.17",
        "0.56.18",
        "0.56.19",
        "0.56.2",
        "0.56.3",
        "0.56.4",
        "0.56.5",
        "0.56.6",
        "0.56.7",
        "0.56.8",
        "0.56.9",
        "0.57.0",
        "0.58.0",
        "0.58.1",
        "0.58.2",
        "0.58.3",
        "0.59.0",
        "0.59.0b1",
        "0.59.0b2",
        "0.59.0b3",
        "0.59.1",
        "0.59.10",
        "0.59.11",
        "0.59.12",
        "0.59.13",
        "0.59.14",
        "0.59.15",
        "0.59.16",
        "0.59.17",
        "0.59.18",
        "0.59.19",
        "0.59.2",
        "0.59.20",
        "0.59.21",
        "0.59.22",
        "0.59.23",
        "0.59.24",
        "0.59.25",
        "0.59.26",
        "0.59.27",
        "0.59.28",
        "0.59.29",
        "0.59.3",
        "0.59.30",
        "0.59.31",
        "0.59.32",
        "0.59.33",
        "0.59.34",
        "0.59.35",
        "0.59.36",
        "0.59.37",
        "0.59.38",
        "0.59.39",
        "0.59.4",
        "0.59.5",
        "0.59.6",
        "0.59.7",
        "0.59.8",
        "0.59.9",
        "0.6.0",
        "0.6.1",
        "0.6.3",
        "0.6.4",
        "0.6.5",
        "0.6.6",
        "0.6.7",
        "0.60.0",
        "0.60.1",
        "0.60.2",
        "0.60.3",
        "0.61.0",
        "0.61.1",
        "0.62.0",
        "0.63.0",
        "0.64.0",
        "0.65.0",
        "0.8.0",
        "0.9.0",
        "0.9.1",
        "0.9.2",
        "0.9.3",
        "0.9.4",
        "0.9.5"
      ]
    }
  ],
  "aliases": [
    "CVE-2026-54760",
    "GHSA-6xc5-4r68-67fc"
  ],
  "details": "# SQLChatAgent `_validate_query` dangerous-pattern regex is bypassable via quoted/commented/qualified function names\n\n## Summary\n\nThe `SQLChatAgent` SQL-injection mitigation, with default `allow_dangerous_operations=False`, combines a raw-text regex blocklist (`_DANGEROUS_SQL_PATTERNS`) with a `sqlglot` SELECT-only statement allowlist. The blocklist entries that target callable functions require the function name to be immediately followed by `\\s*\\(`.\n\nPostgreSQL accepts the same call with the name separated from `(` by a quoted identifier, an inline comment, or schema qualification. These forms evade the regex, still parse as `SELECT`, and execute the same PostgreSQL function. This restores the `pg_read_file` server-side file-read primitive that the prior CVE-2026-25879 / GHSA-pmch-g965-grmr fix was meant to block: the parent advisory fixed a missing `pg_read_file` blocklist entry, while this report shows that the added regex is bypassable.\n\n## Affected Code\n\nTested against current `main` commit:\n\n`6e8e7b2bb23ec04c1c25be479f16b8cc9a4f8796`\n\nThe current source still contains:\n\n```python\nre.compile(r\"\\bpg_(read|stat|ls|current_logfile)[A-Za-z0-9_]*\\s*\\(\", re.IGNORECASE)\n```\n\n`_validate_query` checks the raw query against `_DANGEROUS_SQL_PATTERNS`, then parses with `sqlglot` and allows `SELECT` statements. The dangerous-call check is raw text, not normalized AST function-name matching.\n\n## Root Cause\n\nThe current mitigation treats dangerous PostgreSQL function calls as a raw-text regex problem. The regex requires the `pg_...` function token to be followed directly by optional whitespace and `(`, but PostgreSQL accepts equivalent calls through quoted identifiers, comments, and schema-qualified names. Because `_validate_query` only uses `sqlglot` to enforce the top-level statement type, those normalized function names are never checked after parsing.\n\n## Auth Boundary\n\nThe boundary is the default `SQLChatAgent` safety policy between attacker-influenced SQL generation and database operations that can read server-side files. With `allow_dangerous_operations=False`, a user or prompt that influences generated SQL should not be able to bypass the guard and execute PostgreSQL file-read functions such as `pg_read_file`.\n\nThis is not a new unauthenticated endpoint or product-wide SQL injection; it applies when untrusted user content can influence SQLChatAgent\u0027s generated SQL.\n\n## Reproduction\n\nThe local harness uses the current `sql_chat_agent.py`, extracts the real shipped dangerous regex list, validates the queries with real `sqlglot==30.8.0`, then executes the accepted bypasses against a local throwaway PostgreSQL 16 container.\n\nTranscript excerpt:\n\n```text\nCONTROL   \"SELECT pg_read_file(\u0027/etc/passwd\u0027)\" -\u003e REJECTED: matches \u0027\\\\bpg_(read|stat|ls|current_logfile)[A-Za-z0-9_]*\\\\s*\\\\(\u0027\nBYPASS    \u0027SELECT \"pg_read_file\"(\\\u0027/etc/passwd\\\u0027)\u0027 -\u003e ALLOWED (validator returned None -\u003e would execute)\nBYPASS    \"SELECT pg_read_file/**/(\u0027/etc/passwd\u0027)\" -\u003e ALLOWED (validator returned None -\u003e would execute)\nBYPASS    \u0027SELECT pg_catalog.\"pg_read_file\"(\\\u0027/etc/passwd\\\u0027)\u0027 -\u003e ALLOWED (validator returned None -\u003e would execute)\n\n=== Part B: real PostgreSQL execution of the bypass ===\nconnected; is_superuser=t\n  executed bypass \u0027SELECT \"pg_read_file\"(\\\u0027\u003cfile\u003e\\\u0027)\u0027 -\u003e file contents returned: \u0027LANGROID_SAFE_MARKER_...\u0027\n  executed bypass \"SELECT pg_read_file/**/(\u0027\u003cfile\u003e\u0027)\" -\u003e file contents returned: \u0027LANGROID_SAFE_MARKER_...\u0027\n  executed bypass \u0027SELECT pg_catalog.\"pg_read_file\"(\\\u0027\u003cfile\u003e\\\u0027)\u0027 -\u003e file contents returned: \u0027LANGROID_SAFE_MARKER_...\u0027\n\nRESULT: VULNERABLE\n```\n\nThe control query is blocked by the current regex, while all three equivalent PostgreSQL forms are allowed by the validator and return the mounted proof file contents from a real PostgreSQL server. The `LANGROID_SAFE_MARKER_...` value is a harmless marker generated inside the throwaway local container for this proof.\n\n## Impact\n\nOn a deployment using `SQLChatAgent` against PostgreSQL with a role able to call `pg_read_file` (superuser, or a role granted `pg_read_server_files`), an attacker who can influence LLM-generated SQL can coerce the agent into emitting one of the obfuscated queries and read files accessible to the PostgreSQL server process through `pg_read_file`.\n\nThis is the same impact and precondition shape as the published `pg_read_file` advisory, but it targets the bypassability of the current regex-based fix rather than the pre-fix absence of a `pg_read_file` block.\n\nSeverity: High by parity with the published parent advisory; not Critical. CWE-184 leading to server-side file read.\n\n## Suggested Fix\n\nDo not rely on raw-text regex matching for dangerous-call detection. After the existing `sqlglot` parse, walk the AST and reject any function invocation whose normalized, unquoted, schema-stripped, case-folded name is in a dangerous set such as `pg_read_file`, `pg_read_binary_file`, `pg_ls_dir`, `pg_stat_file`, `lo_import`, `lo_export`, `load_file`, or `load_extension`.\n\nAlso recommend running SQLChatAgent with a least-privilege database role that lacks `pg_read_server_files`.",
  "id": "PYSEC-2026-2577",
  "modified": "2026-07-13T16:04:33.415429Z",
  "published": "2026-07-13T15:46:28.525610Z",
  "references": [
    {
      "type": "WEB",
      "url": "https://github.com/langroid/langroid/security/advisories/GHSA-6xc5-4r68-67fc"
    },
    {
      "type": "PACKAGE",
      "url": "https://github.com/langroid/langroid"
    },
    {
      "type": "PACKAGE",
      "url": "https://pypi.org/project/langroid"
    },
    {
      "type": "ADVISORY",
      "url": "https://github.com/advisories/GHSA-6xc5-4r68-67fc"
    },
    {
      "type": "ADVISORY",
      "url": "https://nvd.nist.gov/vuln/detail/CVE-2026-54760"
    }
  ],
  "severity": [
    {
      "score": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N",
      "type": "CVSS_V4"
    }
  ],
  "summary": "Langroid: SQLChatAgent dangerous-function blocklist can be bypassed with quoted or schema-qualified pg_read_file calls"
}



Log in or create an account to share your comment.




Tags
Taxonomy of the tags.


Loading…

Loading…

Loading…

Forecast uses a logistic model when the trend is rising, or an exponential decay model when the trend is falling. Fitted via linearized least squares.

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.

Loading…

Loading…

Loading…

Related by attack behaviour

Vulnerabilities whose description is nearest to this one in the vector space of the CIRCL/vulnerability-attack-technique-biencoder model. This is a similarity search over the bi-encoder space (plain cosine), not a classification, and it has no measured accuracy.


Loading…