Pith Number

pith:GGWDUS34

pith:2022:GGWDUS34DU5B4U2UBBIBZDKIPG

not attested not anchored not stored refs pending

Automating Code Review Activities by Large-Scale Pre-training

Alexey Svyatkovskiy, Daya Guo, Deep Majumder, Grant Jenks, Jared Green, Nan Duan, Neel Sundaresan, Shailesh Jannu, Shengyu Fu, Shuai Lu, Zhiyu Li

arxiv:2203.09095 v2 · 2022-03-17 · 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{GGWDUS34DU5B4U2UBBIBZDKIPG}

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

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

RubberDuckBench: A Benchmark for AI Coding Assistants

Understanding the Limits of Automated Evaluation for Code Review Bots in Practice

On the Footprints of Reviewer Bots Feedback on Agentic Pull Requests in OSS GitHub Repositories

Receipt and verification

First computed	2026-07-05T05:05:03.700533Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31ac3a4b7c1d3a1e535408501c8d4879b288a7762b13f6a11e890b2dc29178cd

Aliases

arxiv: 2203.09095 · arxiv_version: 2203.09095v2 · doi: 10.48550/arxiv.2203.09095 · pith_short_12: GGWDUS34DU5B · pith_short_16: GGWDUS34DU5B4U2U · pith_short_8: GGWDUS34

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/GGWDUS34DU5B4U2UBBIBZDKIPG \
  | 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: 31ac3a4b7c1d3a1e535408501c8d4879b288a7762b13f6a11e890b2dc29178cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dba888cdae0c0998c7114eef3d32864348fe361096c002459c50d430845ec2c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-03-17T05:40:13Z",
    "title_canon_sha256": "09a51715a93e030c388d81358d54b6ea69f9b5576eafcf3a0d95f3c2b1476464"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.09095",
    "kind": "arxiv",
    "version": 2
  }
}