Pith Number

pith:GWFFKZG7

pith:2023:GWFFKZG7DS3CD5XI7IDO2MV35H

not attested not anchored not stored refs pending

A Survey on Large Language Models for Software Engineering

Chunrong Fang, Quanjun Zhang, Shengcheng Yu, Weisong Sun, Yang Xie, Yaxin Zhang, Yun Yang, Zhenyu Chen

arxiv:2312.15223 v2 · 2023-12-23 · cs.SE

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\usepackage{pith}
\pithnumber{GWFFKZG7DS3CD5XI7IDO2MV35H}

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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

28 papers in Pith

Accuracy and Satisfaction in Multi-Turn LLM Dialogues for NFR Assessment

Empirical Evaluation of Large Language Models for Migration of Code Fragments to Post-Quantum Cryptography

MOA: A Profiling-Guided LLM Framework for Memory-Optimization Automation at Codebase Scale

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions

Projectional Decoding: Towards Semantic-Aware LLM Generation

Receipt and verification

First computed	2026-07-05T09:04:31.105669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

358a5564df1cb621f6e8fa06ed32bbe9c11020641011213dd4f01a425a1d942e

Aliases

arxiv: 2312.15223 · arxiv_version: 2312.15223v2 · doi: 10.48550/arxiv.2312.15223 · pith_short_12: GWFFKZG7DS3C · pith_short_16: GWFFKZG7DS3CD5XI · pith_short_8: GWFFKZG7

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/GWFFKZG7DS3CD5XI7IDO2MV35H \
  | 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: 358a5564df1cb621f6e8fa06ed32bbe9c11020641011213dd4f01a425a1d942e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9df36501dbff690dd98e6a61b5b21442b1965b2c0837b5d4915e637013a15205",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-23T11:09:40Z",
    "title_canon_sha256": "2fe85bef1845f62c8cca8a43dd333b4ab37eddefa1afb436d668e3ad953f07c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15223",
    "kind": "arxiv",
    "version": 2
  }
}