Pith Number

pith:D5F6ZXKH

pith:2025:D5F6ZXKHMN3QBIRCF22M7HYQ54

not attested not anchored not stored refs pending

RefineCoder: Iterative Improving of Large Language Models via Adaptive Critique Refinement for Code Generation

Changzhi Zhou, Dandan Song, Huipeng Ma, Linmei Hu, Mengdi Zhang, Wanli Gu, Xiancai Chen, Xinyu Zhang, Yuhang Tian

arxiv:2502.09183 v2 · 2025-02-13 · cs.CL · 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{D5F6ZXKHMN3QBIRCF22M7HYQ54}

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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 the Gap between User Intent and LLM: A Requirement Alignment Approach for Code Generation

Receipt and verification

First computed	2026-07-05T11:56:52.828810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f4becdd47637700a2222eb4cf9f10ef24b58e8ae22058167c07ec50f905e5c6

Aliases

arxiv: 2502.09183 · arxiv_version: 2502.09183v2 · doi: 10.48550/arxiv.2502.09183 · pith_short_12: D5F6ZXKHMN3Q · pith_short_16: D5F6ZXKHMN3QBIRC · pith_short_8: D5F6ZXKH

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/D5F6ZXKHMN3QBIRCF22M7HYQ54 \
  | 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: 1f4becdd47637700a2222eb4cf9f10ef24b58e8ae22058167c07ec50f905e5c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "304839b46214305ba9ac51a7fae9034693a135dc6196cba45de1b6a6c964d2f8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-13T11:17:53Z",
    "title_canon_sha256": "754e7859e92fd1b795ae44b08fa6f229e6dd90bdc76e5ce1b69d43331d96bdf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09183",
    "kind": "arxiv",
    "version": 2
  }
}