Pith Number

pith:FMKW5TWV

pith:2024:FMKW5TWVSOCHJ7IYIHEDDUZ6GS

not attested not anchored not stored refs pending

Showing LLM-Generated Code Selectively Based on Confidence of LLMs

Ge Li, Jia Li, Yongmin Li, Yuqi Zhu, Zhi Jin

arxiv:2410.03234 v1 · 2024-10-04 · cs.SE · 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{FMKW5TWVSOCHJ7IYIHEDDUZ6GS}

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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

1 paper in Pith

Using Semantic Distance to Estimate Uncertainty in LLM-Based Code Generation

Receipt and verification

First computed	2026-07-05T09:15:46.639866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b156eced5938474fd1841c831d33e34bdbff6995ab4ce420ae7294ffbd798ee

Aliases

arxiv: 2410.03234 · arxiv_version: 2410.03234v1 · doi: 10.48550/arxiv.2410.03234 · pith_short_12: FMKW5TWVSOCH · pith_short_16: FMKW5TWVSOCHJ7IY · pith_short_8: FMKW5TWV

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/FMKW5TWVSOCHJ7IYIHEDDUZ6GS \
  | 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: 2b156eced5938474fd1841c831d33e34bdbff6995ab4ce420ae7294ffbd798ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91e8ed99c0616dbb9b9c29a27c8f6879eaebe9e6e3a0009200ab87a76f587336",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-04T08:51:31Z",
    "title_canon_sha256": "6d6593922857c68b738b19d1b73369c204053ccfd70b890bae415a8681d5df9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03234",
    "kind": "arxiv",
    "version": 1
  }
}