Pith Number

pith:AZF5YB4I

pith:2026:AZF5YB4IYTNFGAI5VYTVVZ5SNU

not attested not anchored not stored refs pending

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions

Jim Buckley, Michael English, Muslim Chochlov

arxiv:2605.25536 v1 · 2026-05-25 · cs.SE · 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{AZF5YB4IYTNFGAI5VYTVVZ5SNU}

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	2026-05-26T02:04:41.660066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

064bdc0788c4da53011dae275ae7b26d033f43c7468d917e6c27424105c93fd8

Aliases

arxiv: 2605.25536 · arxiv_version: 2605.25536v1 · doi: 10.48550/arxiv.2605.25536 · pith_short_12: AZF5YB4IYTNF · pith_short_16: AZF5YB4IYTNFGAI5 · pith_short_8: AZF5YB4I

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/AZF5YB4IYTNFGAI5VYTVVZ5SNU \
  | 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: 064bdc0788c4da53011dae275ae7b26d033f43c7468d917e6c27424105c93fd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63be56f58f097983cc1c8f40629a670b5712db5c864f46b939bb68947d4530bf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-05-25T07:49:23Z",
    "title_canon_sha256": "92e6e5050001164b0463250009ef4b2971122877a933b5680df0ec18017c4306"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25536",
    "kind": "arxiv",
    "version": 1
  }
}