Pith Number

pith:3B66MYFE

pith:2023:3B66MYFEXEZS3PVKLJCN3NGSNI

not attested not anchored not stored refs pending

INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of Repair

Ganqu Cui, Ge Yu, Hanbin Wang, Ning Ding, Shuo Wang, Zhenghao Liu, Zhiyuan Liu

arxiv:2311.09868 v5 · 2023-11-16 · cs.SE · cs.AI

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\usepackage{pith}
\pithnumber{3B66MYFEXEZS3PVKLJCN3NGSNI}

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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

2 papers in Pith

AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

BACE: LLM-based Code Generation through Bayesian Anchored Co-Evolution of Code and Test Populations

Receipt and verification

First computed	2026-07-05T08:31:07.034099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d87de660a4b9332dbeaa5a44ddb4d26a09bc55594cc667462857d4cb1f392a6d

Aliases

arxiv: 2311.09868 · arxiv_version: 2311.09868v5 · doi: 10.48550/arxiv.2311.09868 · pith_short_12: 3B66MYFEXEZS · pith_short_16: 3B66MYFEXEZS3PVK · pith_short_8: 3B66MYFE

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/3B66MYFEXEZS3PVKLJCN3NGSNI \
  | 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: d87de660a4b9332dbeaa5a44ddb4d26a09bc55594cc667462857d4cb1f392a6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e3f4acbb965e03a5e967966b3961590560851d2603c47f438a2d6349b514608",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-11-16T12:55:20Z",
    "title_canon_sha256": "c9932fcee0510db38d34fada462cb04a0b6758e9c68f415580df59b58f21ffd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09868",
    "kind": "arxiv",
    "version": 5
  }
}