Pith Number

pith:JHIDRMH6

pith:2024:JHIDRMH64A3YIKXQEUFZZQR45Y

not attested not anchored not stored refs pending

Natural Language Outlines for Code: Literate Programming in the LLM Era

Alexa Koenings, Anurag Pathak, Brandon Ruffin, Charles Sutton, Deniz Alt{\i}nb\"uken, Fredde Ribeiro, Katja Gr\"unwedel, Kensen Shi, Manzil Zaheer, Marc Rasi, Maxim Tabachnyk, Mihai Christodorescu, Pengcheng Yin, Roy Tu, Sai Naidu, Sara Toth, Saswat Anand, Satish Chandra, Siddhant Sanyam, Tobias Welp

arxiv:2408.04820 v4 · 2024-08-09 · cs.SE · cs.AI · cs.CL · cs.HC · 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{JHIDRMH64A3YIKXQEUFZZQR45Y}

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

Vulnerability Detection in Popular Programming Languages with Language Models

Receipt and verification

First computed	2026-07-05T10:50:43.422224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49d038b0fee037842af0250b9cc23cee08966146c28bd48b8001f1c85c5d83e1

Aliases

arxiv: 2408.04820 · arxiv_version: 2408.04820v4 · doi: 10.48550/arxiv.2408.04820 · pith_short_12: JHIDRMH64A3Y · pith_short_16: JHIDRMH64A3YIKXQ · pith_short_8: JHIDRMH6

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/JHIDRMH64A3YIKXQEUFZZQR45Y \
  | 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: 49d038b0fee037842af0250b9cc23cee08966146c28bd48b8001f1c85c5d83e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94f86c2ec0631b4485a92a3982db96a76f5fef044bf56ae2c9d824af882da948",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-09T02:22:51Z",
    "title_canon_sha256": "f50c9f8bd8cca40fb514eef5948ac9197db765ff4caf0f920a2d8e60fd306a7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04820",
    "kind": "arxiv",
    "version": 4
  }
}