Pith Number

pith:6MJNMVIJ

pith:2024:6MJNMVIJ3RGI45SEXTZCBXUHBN

not attested not anchored not stored refs pending

The Current Challenges of Software Engineering in the Era of Large Language Models

Cuiyun Gao, Shan Gao, Xing Hu, Xin Xia, Zhi Jin

arxiv:2412.14554 v2 · 2024-12-19 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6MJNMVIJ3RGI45SEXTZCBXUHBN}

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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

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

Receipt and verification

First computed	2026-07-05T09:54:30.577299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f312d65509dc4c8e7644bcf220de870b42daacd5246818186a62abb7d648981a

Aliases

arxiv: 2412.14554 · arxiv_version: 2412.14554v2 · doi: 10.48550/arxiv.2412.14554 · pith_short_12: 6MJNMVIJ3RGI · pith_short_16: 6MJNMVIJ3RGI45SE · pith_short_8: 6MJNMVIJ

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/6MJNMVIJ3RGI45SEXTZCBXUHBN \
  | 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: f312d65509dc4c8e7644bcf220de870b42daacd5246818186a62abb7d648981a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "622092266ec48f159d8bc52e5c6a5b5d2d92bb42f69b4e16891168e2e7951589",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-19T06:10:40Z",
    "title_canon_sha256": "0e8219e68bea645fd7d52910cd032ae2076fe4ab92e0b669f8f298780d14f943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14554",
    "kind": "arxiv",
    "version": 2
  }
}