Pith Number

pith:3J4VEV6A

pith:2023:3J4VEV6AJ2PLWZ3D3EEFA574KJ

not attested not anchored not stored refs pending

Magicoder: Empowering Code Generation with OSS-Instruct

Jiawei Liu, Lingming Zhang, Yifeng Ding, Yuxiang Wei, Zhe Wang

arxiv:2312.02120 v2 · 2023-12-04 · cs.CL · cs.AI · 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{3J4VEV6AJ2PLWZ3D3EEFA574KJ}

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

32 papers in Pith

CODEBLOCK: Learning to Supervise Code at the Right Granularity

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards

SkelDPO: A Skeleton-Guided Direct Preference Optimization Framework for Efficient Code Generation

RogueMerge: Robust and Unified Attacks against LLM Model Merging

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution

Receipt and verification

First computed	2026-07-05T08:28:35.799966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da795257c04e9ebb6763d9085077fc527011c813d25e99b4451887ce3ae12a23

Aliases

arxiv: 2312.02120 · arxiv_version: 2312.02120v2 · doi: 10.48550/arxiv.2312.02120 · pith_short_12: 3J4VEV6AJ2PL · pith_short_16: 3J4VEV6AJ2PLWZ3D · pith_short_8: 3J4VEV6A

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/3J4VEV6AJ2PLWZ3D3EEFA574KJ \
  | 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: da795257c04e9ebb6763d9085077fc527011c813d25e99b4451887ce3ae12a23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2aadca9c7b1a0fd3fa9d52e185865491f61c5b86a7c3d6e942f8d1a4988df82",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-04T18:50:35Z",
    "title_canon_sha256": "7673c4a8e8139581b7b112b41302d9e74496da843a67162131712108bfbb006b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02120",
    "kind": "arxiv",
    "version": 2
  }
}