Pith Number

pith:XZYXKMK3

pith:2025:XZYXKMK3FLRIPKHB54FFUJ7X3W

not attested not anchored not stored refs pending

A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Antonio Mastropaolo, Md Zahidul Haque, Saima Afrin

arxiv:2504.21569 v3 · 2025-04-29 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZYXKMK3FLRIPKHB54FFUJ7X3W}

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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

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review

Receipt and verification

First computed	2026-07-05T11:54:11.809743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be7175315b2ae287a8e1ef0a5a27f7dd97e7b87a1af1029394af660d92790619

Aliases

arxiv: 2504.21569 · arxiv_version: 2504.21569v3 · doi: 10.48550/arxiv.2504.21569 · pith_short_12: XZYXKMK3FLRI · pith_short_16: XZYXKMK3FLRIPKHB · pith_short_8: XZYXKMK3

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/XZYXKMK3FLRIPKHB54FFUJ7X3W \
  | 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: be7175315b2ae287a8e1ef0a5a27f7dd97e7b87a1af1029394af660d92790619

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56de8aed3578e3f5eb40372621a8efa7c66150988d0eb7ea5e39a9e891b519df",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-29T16:19:25Z",
    "title_canon_sha256": "689738557ad0637ef5eb606d9f35b36e6857b1e73847c024f5517aad78796e9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21569",
    "kind": "arxiv",
    "version": 3
  }
}