Pith Number

pith:SWUXT6IZ

pith:2025:SWUXT6IZLAP6NBXCM2FWVF2JG3

not attested not anchored not stored refs pending

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations

Hieu Dinh Vo, Son Nguyen, Thanh Trong Vu, Thu-Trang Nguyen, Tuan-Dung Bui

arxiv:2501.12934 v2 · 2025-01-22 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SWUXT6IZLAP6NBXCM2FWVF2JG3}

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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

2 papers in Pith

Towards the Readability of LLM-Generated Codes through Multitask Representation Engineering

Towards Secure Logging: Characterizing and Benchmarking Logging Code Security Issues with LLMs

Receipt and verification

First computed	2026-07-05T11:47:18.026089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95a979f919581fe686e2668b6a974936fd5aaea21fa85ee134b505ac92db54b0

Aliases

arxiv: 2501.12934 · arxiv_version: 2501.12934v2 · doi: 10.48550/arxiv.2501.12934 · pith_short_12: SWUXT6IZLAP6 · pith_short_16: SWUXT6IZLAP6NBXC · pith_short_8: SWUXT6IZ

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/SWUXT6IZLAP6NBXCM2FWVF2JG3 \
  | 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: 95a979f919581fe686e2668b6a974936fd5aaea21fa85ee134b505ac92db54b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3545ea538c0f606b5c66e7c0ff0a0bc60faf40a079b98710ed7e6e45f96582ef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-22T15:04:13Z",
    "title_canon_sha256": "f9febac673f4b1cb3a87e983704a84031c3aea56b9b208a1456ca3b859f9e73f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12934",
    "kind": "arxiv",
    "version": 2
  }
}