Pith Number

pith:HIREMSAF

pith:2023:HIREMSAFY7BY7ZF2DNMYZFPPUM

not attested not anchored not stored refs pending

PanGu-Coder2: Boosting Large Language Models for Code with Ranking Feedback

Ailun Yu, An Fu, Bing Geng, Bo Shen, Daoguang Zan, Jiaxin Zhang, Jichuan Ji, Jingyang Zhao, Muhan Zeng, Qianxiang Wang, Taihong Chen, Yuenan Guo

arxiv:2307.14936 v1 · 2023-07-27 · cs.CL · cs.AI · cs.LG · cs.PL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HIREMSAFY7BY7ZF2DNMYZFPPUM}

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

4 papers in Pith

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing

A Survey on Large Language Models for Code Generation

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:35:20.211924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a22464805c7c38fe4ba1b598c95efa32598d8b0f22364f4bb2fc047cf123169

Aliases

arxiv: 2307.14936 · arxiv_version: 2307.14936v1 · doi: 10.48550/arxiv.2307.14936 · pith_short_12: HIREMSAFY7BY · pith_short_16: HIREMSAFY7BY7ZF2 · pith_short_8: HIREMSAF

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/HIREMSAFY7BY7ZF2DNMYZFPPUM \
  | 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: 3a22464805c7c38fe4ba1b598c95efa32598d8b0f22364f4bb2fc047cf123169

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2449fe74f979267e669c6ecaf4e4b88bf2b5316a0612ae7aac9c03a898dfead9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-27T15:28:29Z",
    "title_canon_sha256": "cf350692ecbe42bfe050dbaf2f90df27b1423d10076cf7e4d56257e4597039a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.14936",
    "kind": "arxiv",
    "version": 1
  }
}