Pith Number

pith:BEQN6PST

pith:2025:BEQN6PSTWZFSONQVWPOSTJW4SW

not attested not anchored not stored refs pending

Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code

Bangladesh), Bangladesh University of Engineering Technology, Communication Technology, Dhaka, Dinajpur, Hossen A Mustafa (Institute of Information, Md. Azizul Hakim Bappy (Institute of Information, Prottoy Saha (Institute of Information, Rajinus Salehat (Hajee Mohammad Danesh Science, Technology University

arxiv:2504.16584 v1 · 2025-04-23 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BEQN6PSTWZFSONQVWPOSTJW4SW}

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

1 paper in Pith

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production

Receipt and verification

First computed	2026-05-18T03:09:36.033998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0920df3e53b64b273615b3dd29a6dc95971f872cca82a2f95b1c7bfe0ada7b31

Aliases

arxiv: 2504.16584 · arxiv_version: 2504.16584v1 · doi: 10.48550/arxiv.2504.16584 · pith_short_12: BEQN6PSTWZFS · pith_short_16: BEQN6PSTWZFSONQV · pith_short_8: BEQN6PST

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/BEQN6PSTWZFSONQVWPOSTJW4SW \
  | 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: 0920df3e53b64b273615b3dd29a6dc95971f872cca82a2f95b1c7bfe0ada7b31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41b2de66e8e4228fed0edfc14fb7c327e1784612bb9bead3fc6ed777c9a706a9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-23T10:05:27Z",
    "title_canon_sha256": "a8d50d712b20a291ebf0c48b21161112c8a724f2707296b4094d09c867d01aab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16584",
    "kind": "arxiv",
    "version": 1
  }
}