Pith Number

pith:3Z6WFULX

pith:2026:3Z6WFULXNMESWKYDD3UXKGT5LA

not attested not anchored not stored refs pending

Sifting the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering

Ting Zhang, Yunpeng Xiong

arxiv:2601.22952 v2 · 2026-01-30 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3Z6WFULXNMESWKYDD3UXKGT5LA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Are Frontier LLMs Ready for Cybersecurity? Evidence for Vertical Foundation Models from Dual-Mode Vulnerability Benchmarks

Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery

Receipt and verification

First computed	2026-06-30T01:16:28.015762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de7d62d1776b092b2b031ee9751a7d5821c7e31dc69f2cdc8e2395ec82513a62

Aliases

arxiv: 2601.22952 · arxiv_version: 2601.22952v2 · doi: 10.48550/arxiv.2601.22952 · pith_short_12: 3Z6WFULXNMES · pith_short_16: 3Z6WFULXNMESWKYD · pith_short_8: 3Z6WFULX

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/3Z6WFULXNMESWKYDD3UXKGT5LA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: de7d62d1776b092b2b031ee9751a7d5821c7e31dc69f2cdc8e2395ec82513a62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e58f116d9f2c83ceeda881388dfe08e68998f1044791f99d359e05b9e1a3ca54",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-01-30T13:14:55Z",
    "title_canon_sha256": "1486226d0ca8b488fad020b844f500a496d2524cf660fefe9b05542b95a57b5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.22952",
    "kind": "arxiv",
    "version": 2
  }
}