Pith Number

pith:EFK2T6NE

pith:2026:EFK2T6NEBJKRFUB3KNDP2BD5OF

not attested not anchored not stored refs pending

Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports

Ahmed Ryan, Md Erfan, Md Rayhanur Rahman, Saad Sakib Noor, Shaswata Mitra, Sudip Mittal

arxiv:2606.18166 v1 · 2026-06-16 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EFK2T6NEBJKRFUB3KNDP2BD5OF}

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	2026-06-19T16:10:49.958978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2155a9f9a40a5512d03b5346fd047d714138d2fd2665d59e381909333b75e064

Aliases

arxiv: 2606.18166 · arxiv_version: 2606.18166v1 · doi: 10.48550/arxiv.2606.18166 · pith_short_12: EFK2T6NEBJKR · pith_short_16: EFK2T6NEBJKRFUB3 · pith_short_8: EFK2T6NE

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/EFK2T6NEBJKRFUB3KNDP2BD5OF \
  | 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: 2155a9f9a40a5512d03b5346fd047d714138d2fd2665d59e381909333b75e064

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8dc8181f7d389887700b71126194cd962f97b99642d0eb4cb0987fd6a026da6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-16T17:04:15Z",
    "title_canon_sha256": "7655448710cb3fc9698507aebeb7c270b6e15fef9c000a1ffd9d4b59a9bc66f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18166",
    "kind": "arxiv",
    "version": 1
  }
}