Pith Number

pith:S4KDFOFR

pith:2023:S4KDFOFR6AMSBK53HI4RV4N3TN

not attested not anchored not stored refs pending

ChatCoder: Chat-based Refine Requirement Improves LLMs' Code Generation

Ge Li, Jia Li, Zejun Wang, Zhi Jin

arxiv:2311.00272 v1 · 2023-11-01 · 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{S4KDFOFR6AMSBK53HI4RV4N3TN}

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

2 papers in Pith

TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse

Unlocking LLM Code Correction with Iterative Feedback Loops

Receipt and verification

First computed	2026-07-05T07:07:44.817629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

971432b8b1f01920abbb3a391af1bb9b77cd73d245ae04d26a26bdb402198252

Aliases

arxiv: 2311.00272 · arxiv_version: 2311.00272v1 · doi: 10.48550/arxiv.2311.00272 · pith_short_12: S4KDFOFR6AMS · pith_short_16: S4KDFOFR6AMSBK53 · pith_short_8: S4KDFOFR

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/S4KDFOFR6AMSBK53HI4RV4N3TN \
  | 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: 971432b8b1f01920abbb3a391af1bb9b77cd73d245ae04d26a26bdb402198252

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97964a649395fb31ad8ffbb32bc46256f4b7b003b9ae86146bbf0fdbe590c9d2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-11-01T03:46:36Z",
    "title_canon_sha256": "bebb938219e3733b9d22ade4f6ba7b311e8e0d21995bd5dc1d30f9bfba5e68c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00272",
    "kind": "arxiv",
    "version": 1
  }
}