Pith Number

pith:ZZKHSLO4

pith:2024:ZZKHSLO4DKGMH7D3G4ODTVDAVQ

not attested not anchored not stored refs pending

LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Chong Wang, Jiachi Chen, Yanlin Wang, Zibin Zheng, Ziyao Zhang

arxiv:2409.20550 v2 · 2024-09-30 · cs.SE · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZZKHSLO4DKGMH7D3G4ODTVDAVQ}

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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

6 papers in Pith

LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models

Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries

Bridging the Gap on AI-Assisted Scientific Software Development Through Transparency and Traceability

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

Receipt and verification

First computed	2026-07-05T10:02:06.925667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce54792ddc1a8cc3fc7b371c39d460ac2144f23e4581df080bf67ab96168573d

Aliases

arxiv: 2409.20550 · arxiv_version: 2409.20550v2 · doi: 10.48550/arxiv.2409.20550 · pith_short_12: ZZKHSLO4DKGM · pith_short_16: ZZKHSLO4DKGMH7D3 · pith_short_8: ZZKHSLO4

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/ZZKHSLO4DKGMH7D3G4ODTVDAVQ \
  | 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: ce54792ddc1a8cc3fc7b371c39d460ac2144f23e4581df080bf67ab96168573d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccbceafd330d935dd30a9f56fc96c4d6323e4043c9267c578e092d917e9eb016",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-30T17:51:15Z",
    "title_canon_sha256": "be84ce31debd96e3ace33372bb8a85b856bacc2566ed87deaad1f0807256b741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20550",
    "kind": "arxiv",
    "version": 2
  }
}