Pith. sign in
Pith Number

pith:HJ4ZYRMO

pith:2025:HJ4ZYRMOYR76WHB5REQCNT4E4I
not attested not anchored not stored refs pending

Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Dongsun Kim, Jaechang Nam, Jindae Kim, John Youngeun Song, Mijung Kim, Yunseo Lee

arxiv:2504.20799 v2 · 2025-04-29 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HJ4ZYRMOYR76WHB5REQCNT4E4I}

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

4 papers in Pith

Receipt and verification
First computed 2026-07-05T11:02:23.906086Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3a799c458ec47feb1c3d892026cf84e23976a151934f7a96144f816b57e181fb

Aliases

arxiv: 2504.20799 · arxiv_version: 2504.20799v2 · doi: 10.48550/arxiv.2504.20799 · pith_short_12: HJ4ZYRMOYR76 · pith_short_16: HJ4ZYRMOYR76WHB5 · pith_short_8: HJ4ZYRMO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HJ4ZYRMOYR76WHB5REQCNT4E4I \
  | 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: 3a799c458ec47feb1c3d892026cf84e23976a151934f7a96144f816b57e181fb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fd040ace1b10e12420ad97c1b2a4e68e0c01ea91102281297d81072e8276f6ab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-29T14:13:57Z",
    "title_canon_sha256": "a58e9f78a68b3ec18cc9da12d6df31b16e72ddde331c594c3990360de2876f0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.20799",
    "kind": "arxiv",
    "version": 2
  }
}