Pith Number

pith:CARINVVB

pith:2023:CARINVVBXORDEHYI7OHQBEODBI

not attested not anchored not stored refs pending

Towards an Understanding of Large Language Models in Software Engineering Tasks

Jiachi Chen, Kaiwen Ning, Lianghong Guo, Qingyuan Zhong, Weicheng Wang, Wenqing Chen, Yanlin Wang, Zibin Zheng

arxiv:2308.11396 v3 · 2023-08-22 · cs.SE

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\usepackage{pith}
\pithnumber{CARINVVBXORDEHYI7OHQBEODBI}

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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

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology

Are Decoder-Only Large Language Models the Silver Bullet for Code Search?

Story Point Estimation Using Large Language Models

SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Receipt and verification

First computed	2026-07-05T09:46:42.634401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

102286d6a1bba2321f08fb8f0091c30a2c47815bb3b3e3526ac3a40ff5edc2b9

Aliases

arxiv: 2308.11396 · arxiv_version: 2308.11396v3 · doi: 10.48550/arxiv.2308.11396 · pith_short_12: CARINVVBXORD · pith_short_16: CARINVVBXORDEHYI · pith_short_8: CARINVVB

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/CARINVVBXORDEHYI7OHQBEODBI \
  | 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: 102286d6a1bba2321f08fb8f0091c30a2c47815bb3b3e3526ac3a40ff5edc2b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7dfea8ac25b07c4b0735a73578c6ecda55f1918d4f09d4bacf75d77df1f26ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-22T12:37:29Z",
    "title_canon_sha256": "c7c7352a3f034c7339956c0dc5279f18d1f7dec5306d344063c1f0366b6ce686"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11396",
    "kind": "arxiv",
    "version": 3
  }
}