Pith Number

pith:TXU27OPY

pith:2025:TXU27OPYH4OWZW7ZQVJOPXNQPI

not attested not anchored not stored refs pending

Augmenting the Generality and Performance of Large Language Models for Software Engineering

Fabian C. Pe\~na

arxiv:2506.11548 v1 · 2025-06-13 · 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{TXU27OPYH4OWZW7ZQVJOPXNQPI}

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

Augmenting the Generality and Performance of Large Language Models for Software Engineering

Receipt and verification

First computed	2026-07-05T11:21:06.501105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9de9afb9f83f1d6cdbf98552e7ddb07a14b7d8b64f5825e7bfb0c46078a33b52

Aliases

arxiv: 2506.11548 · arxiv_version: 2506.11548v1 · doi: 10.48550/arxiv.2506.11548 · pith_short_12: TXU27OPYH4OW · pith_short_16: TXU27OPYH4OWZW7Z · pith_short_8: TXU27OPY

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/TXU27OPYH4OWZW7ZQVJOPXNQPI \
  | 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: 9de9afb9f83f1d6cdbf98552e7ddb07a14b7d8b64f5825e7bfb0c46078a33b52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dcefc14d199f3d4ee3f821f95437b8e5b886d2d69f85b552023e65263648e511",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-13T08:00:38Z",
    "title_canon_sha256": "d7f5fdf99c5437e14ae6a9b05e3ec860ab6f61fc6adb54b13f3505315880c60f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11548",
    "kind": "arxiv",
    "version": 1
  }
}