Pith Number

pith:YIAW73MU

pith:2025:YIAW73MURB3GXPCIFJRY2V4NMY

not attested not anchored not stored refs pending

When LLMs Meet API Documentation: Can Retrieval Augmentation Aid Code Generation Just as It Helps Developers?

Jialun Cao, Jiasi Shen, Jingyi Chen, Shing-Chi Cheung, Songqiang Chen

arxiv:2503.15231 v1 · 2025-03-19 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YIAW73MURB3GXPCIFJRY2V4NMY}

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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

4 papers in Pith

BODHI: Precise OS Kernel Specification Inference

R+R: Reassessing Java Security API Misuse in Current LLMs: A Replication on JCA and JSSE APIs with External Security Knowledge

Across Programming Language Silos: A Study on Cross-Lingual Retrieval-augmented Code Generation

BIM Information Extraction Through LLM-based Adaptive Exploration

Receipt and verification

First computed	2026-07-05T10:34:49.016493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2016fed9488766bbc482a638d578d662220a52cde01b39dd9c1d1a9ba69dcc0

Aliases

arxiv: 2503.15231 · arxiv_version: 2503.15231v1 · doi: 10.48550/arxiv.2503.15231 · pith_short_12: YIAW73MURB3G · pith_short_16: YIAW73MURB3GXPCI · pith_short_8: YIAW73MU

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/YIAW73MURB3GXPCIFJRY2V4NMY \
  | 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: c2016fed9488766bbc482a638d578d662220a52cde01b39dd9c1d1a9ba69dcc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e01e3d2b7dd90122ceacaa6fcd3be320326716341842434ebf51a3b2b64d2eba",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-19T14:08:47Z",
    "title_canon_sha256": "3769ac7e831848dfa52ba9a40438914dc3364b1b84cd235f6a77c4ccc1dde60d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15231",
    "kind": "arxiv",
    "version": 1
  }
}