Pith Number

pith:HWOIUU35

pith:2025:HWOIUU35YD2WGD7IBLYE2FCQJU

not attested not anchored not stored refs pending

LLM Performance for Code Generation on Noisy Tasks

Andrei Paleyes, Christian Cabrera, Diana Robinson, Neil Lawrence, Radzim Sendyka

arxiv:2505.23598 v1 · 2025-05-29 · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HWOIUU35YD2WGD7IBLYE2FCQJU}

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.

Receipt and verification

First computed	2026-07-05T11:12:04.438807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d9c8a537dc0f5630fe80af04d14504d1a0bb45817191afa7f972090d43439e0

Aliases

arxiv: 2505.23598 · arxiv_version: 2505.23598v1 · doi: 10.48550/arxiv.2505.23598 · pith_short_12: HWOIUU35YD2W · pith_short_16: HWOIUU35YD2WGD7I · pith_short_8: HWOIUU35

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/HWOIUU35YD2WGD7IBLYE2FCQJU \
  | 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: 3d9c8a537dc0f5630fe80af04d14504d1a0bb45817191afa7f972090d43439e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "846187607d830a96a9311c6e5901b238736cbeaf3bd7bd9deadbf83c3ead03f8",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T16:11:18Z",
    "title_canon_sha256": "f833c63d7fca0ab9a26f5b79bc8634b62db0e6babd272ad970db02969782ac23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23598",
    "kind": "arxiv",
    "version": 1
  }
}