Pith Number

pith:7SMXK362

pith:2023:7SMXK362QQX2QKVR7MK37BHDTN

not attested not anchored not stored refs pending

AceCoder: Utilizing Existing Code to Enhance Code Generation

Ge Li, Jia Li, Yongmin Li, Yunfei Zhao, Zhi Jin

arxiv:2303.17780 v3 · 2023-03-31 · cs.SE · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7SMXK362QQX2QKVR7MK37BHDTN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

Assessing, Exploiting, and Mitigating Syntactic Robustness Failures in LLM-Based Code Generation

Large Language Model-Based Agents for Software Engineering: A Survey

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study

Retrieval-Augmented Generation for AI-Generated Content: A Survey

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T06:48:33.857131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc99756fda842fa82ab1fb15bf84e39b53b5261383fb58f84ee4f231afd1c2c6

Aliases

arxiv: 2303.17780 · arxiv_version: 2303.17780v3 · doi: 10.48550/arxiv.2303.17780 · pith_short_12: 7SMXK362QQX2 · pith_short_16: 7SMXK362QQX2QKVR · pith_short_8: 7SMXK362

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/7SMXK362QQX2QKVR7MK37BHDTN \
  | 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: fc99756fda842fa82ab1fb15bf84e39b53b5261383fb58f84ee4f231afd1c2c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e697e2b5775b2f359a288dbaa6893c534183f1ac4431bfc830245b19b448126",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-03-31T02:57:15Z",
    "title_canon_sha256": "3e4f45bb7e80d723612de2e10c57147030253c52abfddd5b6ad8c989d017acea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17780",
    "kind": "arxiv",
    "version": 3
  }
}