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Open_Ultra_SAST/benchmarks/measurements/2026-09-08-joern-go-no-go.json
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{
"build_failures": 1,
"by_pair_quality": {
"different_program": {
"distinguished": 2,
"distinguished_rate": 0.1667,
"pairs": 12,
"vuln_entailed": 4,
"vuln_entailed_rate": 0.3333
},
"large_rewrite": {
"distinguished": 4,
"distinguished_rate": 0.3333,
"pairs": 12,
"vuln_entailed": 7,
"vuln_entailed_rate": 0.5833
},
"minimal_fix": {
"distinguished": 10,
"distinguished_rate": 0.3846,
"pairs": 26,
"vuln_entailed": 16,
"vuln_entailed_rate": 0.6154
}
},
"corpus_caveat": "Only 26 of 50 injection pairs are genuine minimal-fix pairs. 12 are different programs (<60% similar; local-python-vulnerable is 7% similar with 83 changed lines, owasp-java-cmdi pairs BenchmarkTest00007 against BenchmarkTest00090) and 12 are large rewrites. Where the fixed side is a different program, both sides being flagged is a property of the corpus, not a failure of the model -- so the differential is reported per stratum as well as overall.",
"corroborated_or_better": 0.54,
"determinism_checked_pairs": 5,
"deterministic_all": true,
"distinguished_pairs": 16,
"distinguished_rate": 0.32,
"entailed_rate": 0.54,
"fix_shape_analysis": {
"consequence": "The dominant injection fix is a VALIDATION GUARD on the path -- allowlist, type coercion, bounds or null test -- not a sanitizer call and not a sink-shape change. Taint reachability can never separate those pairs: the flow still reaches the sink; what changed is that a guard now dominates the path. The arbiter must therefore be TAINT + DOMINANCE, not taint alone -- the same primitive task 4.1 builds for access_control, with the guard vocabulary ported in task 1.1 (allowlist_test, type_change, bounds_test, null_test) as its lookup list. Two mechanisms collapse into one.",
"guard_kind_of_added_lines": {
"allowlist_test": 5,
"bounds_test": 1,
"none": 24,
"null_test": 7,
"parameterized_call": 11,
"type_change": 2
},
"note": "What the 50 injection fixes actually do, classified from the diff offline. This is the finding that changes the design.",
"shape_introduced_at_the_sink": {
"argv_list": 2,
"bound_parameters": 10,
"other_or_validation": 37,
"sanitizer_call": 1
}
},
"flat_ir_baseline": {
"corroborated_one_hop": 0.239,
"entailed": 0.022,
"note": "2026-09-08-model-entailment-ceiling.json"
},
"generated": "2026-09-08",
"miss_causes": {
"cpg_build_failed": {
"detail": "openssl-cve-2022-1292: a C translation unit that does not parse standalone. Counted separately so it can never read as 'no vulnerability'.",
"pairs": 1
},
"sink_not_in_table": {
"detail": "the vulnerable sink is not in ruleset/semantic (Django ORM raw SQL `objects.raw`, `self.query`, GraphQL resolvers). Task 4.2 authors these.",
"pairs": 11
},
"sink_present_but_no_flow_resolved": {
"detail": "the sink is modelled but no source reaches it: the excerpt's untrusted value arrives from a context file or a framework object neither the source table nor the parameter-source rule covers.",
"pairs": 11
}
},
"next": [
"4.1 guard dominance over the tainted path (serves injection and access_control with one primitive)",
"4.2 author the missing sinks: Django ORM raw SQL, GraphQL resolvers, and the four families with no sink at all (path, output_encoding, untrusted_destination, prototype)",
"safe-shape forms still missing: argv list (subprocess.call([...])) and shell=False"
],
"pair_quality_note": "Only a minimal_fix pair poses the differential question at all: when the fixed side is a different program (<60% similar) or a large rewrite (>20 changed lines), both sides being flagged is a property of the corpus, not a failure of the model. The headline distinguished_rate is therefore reported over minimal_fix pairs as well as over all pairs.",
"pairs": 50,
"reading": "GO on the engine. Joern builds a CPG for a pair tree in 5-30s, resolves the multi-hop flows the flat IR could not, and is deterministic: every verdict checked twice over one CPG agreed (deterministic_all=true). Entailment on the injection slice is 54% against the flat IR's 2.2% -- a 24x lift -- and 61.5% on the pairs where the differential question is well-posed. Every remaining gap is in OUR data model, not the engine, which is precisely the result that justifies adopting a CPG rather than building one.",
"rows": [
{
"build_failed": false,
"determinism_checked": true,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "python",
"pair": "local-python-vulnerable",
"pair_quality": "different_program",
"seconds": 57.9,
"vuln_rung": "model_entailed",
"witness": "request.args[\"expr\"] -> eval(request.args[\"expr\"]) (line 28, 1 steps)"
},
{
"build_failed": false,
"determinism_checked": true,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "javascript",
"pair": "local-javascript-vulnerable",
"pair_quality": "different_program",
"seconds": 55.2,
"vuln_rung": "model_entailed",
"witness": "\"make \" + req.query.target -> childProcess.execSync(\"make \" + req.query.target) (line 14, 1 steps)"
},
{
"build_failed": false,
"determinism_checked": true,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "python",
"pair": "sven-cwe-078-os-system",
"pair_quality": "minimal_fix",
"seconds": 51.3,
"vuln_rung": "model_entailed",
"witness": "username -> os.system(\"useradd -G docker,wheel -p \" + encPass + \" \" + username) (line 10, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": true,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "python",
"pair": "sven-cwe-078-shell-true",
"pair_quality": "minimal_fix",
"seconds": 51.2,
"vuln_rung": "model_entailed",
"witness": "cmd -> _exec_cmd(self, cmd) (line 14, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": true,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "",
"language": "python",
"pair": "sven-cwe-089-execute-percent",
"pair_quality": "minimal_fix",
"seconds": 51.1,
"vuln_rung": "model_entailed",
"witness": "game -> cursor.execute(\"SELECT x,y,letter FROM moves WHERE gameID = %d;\" % game) (line 12, 3 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "",
"language": "python",
"pair": "sven-cwe-089-query-concat",
"pair_quality": "minimal_fix",
"seconds": 29.8,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "",
"language": "javascript",
"pair": "node-serialize-cve-2017-5941",
"pair_quality": "minimal_fix",
"seconds": 30.6,
"vuln_rung": "model_entailed",
"witness": "obj -> eval(\"(\" + obj + \")\") (line 4, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "python",
"pair": "owasp-python-codeinj",
"pair_quality": "large_rewrite",
"seconds": 30.3,
"vuln_rung": "model_entailed",
"witness": "urllib.parse.unquote_plus(request.cookies.get(\"BenchmarkTest00074\", \"noCookieValueSupplied\")) -> exec(bar) (line 51, 9 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "",
"language": "python",
"pair": "owasp-python-cmdi",
"pair_quality": "large_rewrite",
"seconds": 29.9,
"vuln_rung": "model_entailed",
"witness": "request.form.get(\"BenchmarkTest00165\") -> subprocess.run(argList, capture_output = True, encoding = \"utf-8\") (line 57, 15 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "",
"language": "python",
"pair": "owasp-python-sqli",
"pair_quality": "large_rewrite",
"seconds": 29.1,
"vuln_rung": "model_entailed",
"witness": "request.form.get(\"BenchmarkTest00099\") -> cur.execute(sql) (line 49, 14 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "java",
"pair": "owasp-java-cmdi",
"pair_quality": "large_rewrite",
"seconds": 54.5,
"vuln_rung": "model_entailed",
"witness": "getHeader(\"BenchmarkTest00007\") -> r.exec(args, argsEnv) (line 61, 10 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "",
"language": "java",
"pair": "owasp-java-sqli",
"pair_quality": "large_rewrite",
"seconds": 54.4,
"vuln_rung": "model_entailed",
"witness": "getHeader(\"BenchmarkTest00008\") -> connection.prepareCall(sql) (line 57, 9 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "",
"language": "java",
"pair": "juliet-java-cwe78-exec",
"pair_quality": "minimal_fix",
"seconds": 53.7,
"vuln_rung": "model_entailed",
"witness": "String data -> Runtime.getRuntime().exec(osCommand + data) (line 8, 2 steps)"
},
{
"build_failed": true,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "link_hash_cert",
"language": "python",
"pair": "openssl-cve-2022-1292",
"pair_quality": "minimal_fix",
"seconds": 1.3,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "mutate",
"language": "python",
"pair": "damn-vulnerable-graphql-application-views-mutate",
"pair_quality": "different_program",
"seconds": 32.9,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "resolve_pastes",
"language": "python",
"pair": "damn-vulnerable-graphql-application-views-resolve-pastes",
"pair_quality": "minimal_fix",
"seconds": 31.5,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "resolve_system_diagnostics",
"language": "python",
"pair": "damn-vulnerable-graphql-application-views-resolve-system-dia",
"pair_quality": "different_program",
"seconds": 30.4,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "hits_by_ip",
"language": "python",
"pair": "djangoat-analytics-hits-by-ip",
"pair_quality": "minimal_fix",
"seconds": 29.8,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "user_view",
"language": "python",
"pair": "djangoat-views-user-view",
"pair_quality": "different_program",
"seconds": 29.1,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "run",
"language": "python",
"pair": "dsvpwa-attacks-run",
"pair_quality": "different_program",
"seconds": 29.3,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "do_BDR",
"language": "python",
"pair": "dsvpwa-handlers-do-bdr",
"pair_quality": "different_program",
"seconds": 32.9,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "create",
"language": "python",
"pair": "dvpwa-student-create",
"pair_quality": "minimal_fix",
"seconds": 31.9,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "search",
"language": "python",
"pair": "extremely-vulnerable-flask-app-account-search",
"pair_quality": "different_program",
"seconds": 32.3,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "validate_token",
"language": "python",
"pair": "extremely-vulnerable-flask-app-signup-validate-token",
"pair_quality": "different_program",
"seconds": 29.0,
"vuln_rung": "model_entailed",
"witness": "session -> session.execute(text(f\"\"\"\n SELECT id, code FROM {RegistrationCode.__tablename__} WHERE code = '{code}'\n \"\"\")) (line 15, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "dashboard",
"language": "python",
"pair": "threatbyte-routes-dashboard",
"pair_quality": "different_program",
"seconds": 28.7,
"vuln_rung": "model_entailed",
"witness": "request.args.get('search', '') -> cursor.execute(s_query) (line 29, 8 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "get_user",
"language": "python",
"pair": "vampi-user-model-get-user",
"pair_quality": "different_program",
"seconds": 27.9,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "delete_user",
"language": "python",
"pair": "vfapi-main-delete-user",
"pair_quality": "minimal_fix",
"seconds": 29.1,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "put_user",
"language": "python",
"pair": "vfapi-main-put-user",
"pair_quality": "different_program",
"seconds": 29.7,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "sql_return_users_from_username",
"language": "python",
"pair": "vfapi-main-sql-return-users-from-username",
"pair_quality": "minimal_fix",
"seconds": 29.6,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "do_os_system",
"language": "python",
"pair": "vulnpy-cmdi-do-os-system",
"pair_quality": "minimal_fix",
"seconds": 30.3,
"vuln_rung": "model_entailed",
"witness": "command -> os.system(command) (line 14, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "do_subprocess_popen",
"language": "python",
"pair": "vulnpy-cmdi-do-subprocess-popen",
"pair_quality": "minimal_fix",
"seconds": 34.7,
"vuln_rung": "model_entailed",
"witness": "command -> subprocess.Popen(command, stdout = subprocess.PIPE, stderr = subprocess.STDOUT, shell = True) (line 14, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "create",
"language": "python",
"pair": "vulpy-libuser-create",
"pair_quality": "minimal_fix",
"seconds": 35.2,
"vuln_rung": "model_entailed",
"witness": "password -> c.execute(\"INSERT INTO users (username, password, failures, mfa_enabled, mfa_secret) VALUES ('%s', '%s', '%d', '%d', '%s')\" % (username,password,0,0,'')) (line 18, 4 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "login",
"language": "python",
"pair": "vulpy-libuser-login",
"pair_quality": "minimal_fix",
"seconds": 31.3,
"vuln_rung": "model_entailed",
"witness": "username -> c.execute(\"SELECT * FROM users WHERE username = '{}' and password = '{}'\".format(username, password)) (line 20, 5 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "password_change",
"language": "python",
"pair": "vulpy-libuser-password-change",
"pair_quality": "minimal_fix",
"seconds": 30.9,
"vuln_rung": "model_entailed",
"witness": "password -> c.execute(\"UPDATE users SET password = '{}' WHERE username = '{}'\".format(password, username)) (line 20, 5 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "publish",
"language": "javascript",
"pair": "apex-publish-static-files-2-0-0",
"pair_quality": "large_rewrite",
"seconds": 33.8,
"vuln_rung": "model_entailed",
"witness": "this -> execSync(\n\t\t\t\t'\"' + opts.sqlclPath + '\"' + // Sqlcl path\n\t\t\t\t' ' + opts.connectString + // Connect string (user/pass@server:port/sid)\n\t\t\t\t' @\"' + path.resolve(__dirname, 'lib/script') + '\"' + // Sql t (line 61, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "nativeZip",
"language": "javascript",
"pair": "bestzip-2-1-6",
"pair_quality": "large_rewrite",
"seconds": 34.0,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "local_scan",
"language": "javascript",
"pair": "clamscan-1-2-0",
"pair_quality": "minimal_fix",
"seconds": 50.5,
"vuln_rung": "model_entailed",
"witness": "this -> execFile(self.settings[self.scanner].path, self._build_clam_args(path), (err, stdout, stderr) => {\n const {is_infected, viruses} = self._process_result(stdout, path);\n\n (line 1401, 49 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "diskusage",
"language": "javascript",
"pair": "diskusage-ng-0-2-6",
"pair_quality": "minimal_fix",
"seconds": 33.5,
"vuln_rung": "model_entailed",
"witness": "this -> exec('df -k \"' + path + '\"', function(err, stdout) {\n if (err) {\n return cb(err);\n }\n\n try {\n cb(null, parse(stdout));\n } catch (e) {\n cb(e (line 19, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "resolve",
"language": "javascript",
"pair": "dns-sync-0-1-0",
"pair_quality": "minimal_fix",
"seconds": 36.4,
"vuln_rung": "model_entailed",
"witness": "hostname -> shell.exec(cmd, {silent: true}) (line 22, 5 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": true,
"fixed_rung": null,
"function": "performAction",
"language": "javascript",
"pair": "hot-formula-parser-3-0-0",
"pair_quality": "large_rewrite",
"seconds": 55.8,
"vuln_rung": "model_entailed",
"witness": "yytext -> eval(\"[\" + yytext + \"]\") (line 166, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "block",
"language": "javascript",
"pair": "libnmap-0-4-11",
"pair_quality": "large_rewrite",
"seconds": 42.5,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "getInfo",
"language": "javascript",
"pair": "pdf-image-1-0-5",
"pair_quality": "large_rewrite",
"seconds": 36.8,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": "model_entailed",
"function": "ps",
"language": "javascript",
"pair": "pidusage-1-0-0",
"pair_quality": "minimal_fix",
"seconds": 37.0,
"vuln_rung": "model_entailed",
"witness": "this -> exec(cmd + pid, function(err, stdout, stderr) {\n if(err)\n return done(err, null)\n\n stdout = stdout.split(os.EOL)[1]\n stdout = stdout.replace(/^\\s+/, '').replace(/\\s\\s+/g, ' ').sp (line 116, 2 steps)"
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
"function": "listProcessesOnPort",
"language": "javascript",
"pair": "portprocesses-1-0-4",
"pair_quality": "minimal_fix",
"seconds": 34.8,
"vuln_rung": null,
"witness": ""
},
{
"build_failed": false,
"determinism_checked": false,
"deterministic": true,
"distinguished": false,
"fixed_rung": null,
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},
{
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},
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},
"task": "model-grounded-detection 2.3 (Joern go/no-go, injection slice, parameter sources on)",
"verdict": "GO",
"vuln_side": {
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"entailed": 27,
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}
}