Pith Number

pith:WUKZ2IMV

pith:2024:WUKZ2IMVZS4C7NVY33OPPFMHY5

not attested not anchored not stored refs pending

CodeMirage: Hallucinations in Code Generated by Large Language Models

Salwa Alamir, Vibhor Agarwal, Xiaomo Liu, Yulong Pei

arxiv:2408.08333 v2 · 2024-08-14 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WUKZ2IMVZS4C7NVY33OPPFMHY5}

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

7 papers in Pith

FASE: Fast Adaptive Semantic Entropy for Code Quality

When LLMs Invent Rust Crates: An Empirical Study of Hallucination Patterns and Mitigation

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

ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T11:33:59.528750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5159d2195ccb82fb6b8dedcf79587c77dd45dd1e62bb6953054736158fffbbd

Aliases

arxiv: 2408.08333 · arxiv_version: 2408.08333v2 · doi: 10.48550/arxiv.2408.08333 · pith_short_12: WUKZ2IMVZS4C · pith_short_16: WUKZ2IMVZS4C7NVY · pith_short_8: WUKZ2IMV

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/WUKZ2IMVZS4C7NVY33OPPFMHY5 \
  | 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: b5159d2195ccb82fb6b8dedcf79587c77dd45dd1e62bb6953054736158fffbbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d30be6bdfb73d800df211eb870eb87f8cb64211f1732c17a9820470a3038c0f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-14T22:53:07Z",
    "title_canon_sha256": "ccbbd1f40d5d06a719992c56f04c79e9bd746c5f05b9ec7f141bea5cf612250f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08333",
    "kind": "arxiv",
    "version": 2
  }
}