Pith Number

pith:FJGE7L7Q

pith:2026:FJGE7L7QJOWTXF4LM6PFKLTRWZ

not attested not anchored not stored refs pending

Find Before You Fine-Tune: A Diagnostic Study of Small LLMs for Cybersecurity QA

Aritran Piplai, Himanshu Tripathi, Shahram Rahimi, Shaswata Mitra, Subash Neupane, Sudip Mittal, Trisha Chakraborty

arxiv:2607.18725 v1 · 2026-07-21 · cs.CL · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJGE7L7QJOWTXF4LM6PFKLTRWZ}

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	2026-07-22T01:23:08.653118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a4c4faff04bad3b978b679e552e71b65241e651d248d3cb1a9f38e325d37cae

Aliases

arxiv: 2607.18725 · arxiv_version: 2607.18725v1 · doi: 10.48550/arxiv.2607.18725 · pith_short_12: FJGE7L7QJOWT · pith_short_16: FJGE7L7QJOWTXF4L · pith_short_8: FJGE7L7Q

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/FJGE7L7QJOWTXF4LM6PFKLTRWZ \
  | 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: 2a4c4faff04bad3b978b679e552e71b65241e651d248d3cb1a9f38e325d37cae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "891c2ce694094ca655e9e18a027d7e51b0ca755cdc3b2f46453ea425ef6919b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-21T05:32:40Z",
    "title_canon_sha256": "8527f5ca0264da0c303d0d83be281cfc881b24fab79d1dde168dc56710d2375e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18725",
    "kind": "arxiv",
    "version": 1
  }
}