Pith Number

pith:IB56YPAM

pith:2024:IB56YPAMHGFDCGTZDOTL5E7HGH

not attested not anchored not stored refs pending

How Does Code Pretraining Affect Language Model Task Performance?

Jackson Petty, Sjoerd van Steenkiste, Tal Linzen

arxiv:2409.04556 v2 · 2024-09-06 · cs.CL · 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{IB56YPAMHGFDCGTZDOTL5E7HGH}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T10:19:28.018104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

407bec3c0c398a311a791ba6be93e731d45a6aa9c4d136c14229b0cb519330d2

Aliases

arxiv: 2409.04556 · arxiv_version: 2409.04556v2 · doi: 10.48550/arxiv.2409.04556 · pith_short_12: IB56YPAMHGFD · pith_short_16: IB56YPAMHGFDCGTZ · pith_short_8: IB56YPAM

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/IB56YPAMHGFDCGTZDOTL5E7HGH \
  | 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: 407bec3c0c398a311a791ba6be93e731d45a6aa9c4d136c14229b0cb519330d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd2d9f77184d75b6357cc765499343a54a7f2e0e76f219d6c93dcac338d75b5c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-06T18:33:38Z",
    "title_canon_sha256": "15accb5ba664c700c20d59bd846ec9a0551cf486295b91c0c1facba90d05205c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04556",
    "kind": "arxiv",
    "version": 2
  }
}