Pith Number

pith:KLVVIDOG

pith:2022:KLVVIDOGQZ2EKOKLCO5XP67CSV

not attested not anchored not stored refs pending

Using Large Language Models to Enhance Programming Error Messages

Arto Hellas, Brent Reeves, Brett A. Becker, James Prather, Juho Leinonen, Paul Denny, Sami Sarsa

arxiv:2210.11630 v1 · 2022-10-20 · cs.HC · cs.AI · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLVVIDOGQZ2EKOKLCO5XP67CSV}

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	2026-07-05T08:03:05.130678Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52eb540dc6867445394b13bb77fbe295452a435f7f1d36aa2075c8509e12926e

Aliases

arxiv: 2210.11630 · arxiv_version: 2210.11630v1 · doi: 10.48550/arxiv.2210.11630 · pith_short_12: KLVVIDOGQZ2E · pith_short_16: KLVVIDOGQZ2EKOKL · pith_short_8: KLVVIDOG

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/KLVVIDOGQZ2EKOKLCO5XP67CSV \
  | 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: 52eb540dc6867445394b13bb77fbe295452a435f7f1d36aa2075c8509e12926e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22416d7b87f8e006dae88c717a2f1ec1ca41e60ce3e73af02755d7955a6a74ca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2022-10-20T23:17:26Z",
    "title_canon_sha256": "1b05fbee2ca7e092b5abccf3b9d2247a141499ff99282f4ad2d9e5a16827ea33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11630",
    "kind": "arxiv",
    "version": 1
  }
}