Pith Number

pith:I2V2MLOM

pith:2023:I2V2MLOMLKFWLT5VXMJVTGEAYL

not attested not anchored not stored refs pending

CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X

Andi Wang, Jie Tang, Lei Shen, Qinkai Zheng, Shan Wang, Teng Su, Xiao Xia, Xu Zou, Yang Li, Yufei Xue, Yuxiao Dong, Zhilin Yang, Zihan Wang

arxiv:2303.17568 v2 · 2023-03-30 · cs.LG · 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{I2V2MLOMLKFWLT5VXMJVTGEAYL}

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

17 papers in Pith

Enhancing LLM-Based Code Translation with Verified Multi-Semantic Representations

Evaluating LLM-Generated Code: A Benchmark and Developer Study

Mitigating Position Bias in Transformers via Layer-Specific Positional Embedding Scaling

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Surveying GenAI-based Automation in Printed Circuit Board Design and Test

Receipt and verification

First computed	2026-07-05T08:41:58.687473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46aba62dcc5a8b65cfb5bb13599880c2f20653194482fbdd3617f83debe15d16

Aliases

arxiv: 2303.17568 · arxiv_version: 2303.17568v2 · doi: 10.48550/arxiv.2303.17568 · pith_short_12: I2V2MLOMLKFW · pith_short_16: I2V2MLOMLKFWLT5V · pith_short_8: I2V2MLOM

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/I2V2MLOMLKFWLT5VXMJVTGEAYL \
  | 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: 46aba62dcc5a8b65cfb5bb13599880c2f20653194482fbdd3617f83debe15d16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b34e7443c069705fa13296232b7e461d695fc16cde5f894735bb5e78e13a786e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-30T17:34:01Z",
    "title_canon_sha256": "d036bbf52c33de0f9073eb219bb80c8b43c68799fd27cfcb72e2d24dec3becc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17568",
    "kind": "arxiv",
    "version": 2
  }
}