Pith Number

pith:2U5NS2QO

pith:2024:2U5NS2QOGWSD5QAODMM3EOUX4A

not attested not anchored not stored refs pending

A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Models

Pengfei He, Shaowei Wang, Tse-Hsun Chen, Yixi Wu, Yuan Tian, Zehao Wang

arxiv:2409.15228 v3 · 2024-09-23 · cs.SE · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{2U5NS2QOGWSD5QAODMM3EOUX4A}

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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

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

Toward Executable Repository-Level Code Generation via Environment Alignment

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

When LLMs Lag Behind: Knowledge Conflicts from Evolving APIs in Code Generation

Receipt and verification

First computed	2026-07-05T09:12:09.948223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d53ad96a0e35a43ec00e1b19b23a97e021bf0a4c3dc155500637e6ebf9cb4f2a

Aliases

arxiv: 2409.15228 · arxiv_version: 2409.15228v3 · doi: 10.48550/arxiv.2409.15228 · pith_short_12: 2U5NS2QOGWSD · pith_short_16: 2U5NS2QOGWSD5QAO · pith_short_8: 2U5NS2QO

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/2U5NS2QOGWSD5QAODMM3EOUX4A \
  | 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: d53ad96a0e35a43ec00e1b19b23a97e021bf0a4c3dc155500637e6ebf9cb4f2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c3d1fb9f3b2252f0cd60c4fa82f55d918d978e1199ac690100dd0031ee15341",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-23T17:22:09Z",
    "title_canon_sha256": "d643de1b4401afee1ecb8097bd463c0e8bd4a6dca458bbad97561378803447f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15228",
    "kind": "arxiv",
    "version": 3
  }
}