Pith Number

pith:46GNITN5

pith:2026:46GNITN5AJRPJCIWXSS7AUKGN7

not attested not anchored not stored refs pending

Benchmarking and Exploring the Capabilities of LLMs for Attack Investigations

Alex Kantchelian, Aniket Anand, Daniel Fields, David Tao, Grant Ho, Kurt Thomas, Yiwei Hou

arxiv:2606.10281 v1 · 2026-06-09 · cs.CR · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{46GNITN5AJRPJCIWXSS7AUKGN7}

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.

Receipt and verification

First computed	2026-06-10T01:09:04.341560Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e78cd44dbd0262f48916bca5f051466fce3e9a3ac7bbc9534082c78492a27432

Aliases

arxiv: 2606.10281 · arxiv_version: 2606.10281v1 · doi: 10.48550/arxiv.2606.10281 · pith_short_12: 46GNITN5AJRP · pith_short_16: 46GNITN5AJRPJCIW · pith_short_8: 46GNITN5

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/46GNITN5AJRPJCIWXSS7AUKGN7 \
  | 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: e78cd44dbd0262f48916bca5f051466fce3e9a3ac7bbc9534082c78492a27432

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92831e0382b4d458c73b0bca045f27b9a33f3dc6b64995997e8022974ecf2e5a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-09T01:09:04Z",
    "title_canon_sha256": "3105ec8fc667b7bfe2968e7416d4ad8e3e2b71e4ef2be712bd954e88e663f90d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10281",
    "kind": "arxiv",
    "version": 1
  }
}