Pith Number

pith:U2IGGOA7

pith:2025:U2IGGOA7V5AOKYVOKTCTG27FCO

not attested not anchored not stored refs pending

Too Noisy To Learn: Enhancing Data Quality for Code Review Comment Generation

Chunhua Liu, Hong Yi Lin, Patanamon Thongtanunam

arxiv:2502.02757 v2 · 2025-02-04 · 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{U2IGGOA7V5AOKYVOKTCTG27FCO}

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

1 paper in Pith

On The Impact of Merge Request Deviations on Code Review Practices

Receipt and verification

First computed	2026-07-05T10:10:10.645684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a69063381faf40e562ae54c5336be5138083c81b579aaae59cfd47f7bba60cb5

Aliases

arxiv: 2502.02757 · arxiv_version: 2502.02757v2 · doi: 10.48550/arxiv.2502.02757 · pith_short_12: U2IGGOA7V5AO · pith_short_16: U2IGGOA7V5AOKYVO · pith_short_8: U2IGGOA7

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/U2IGGOA7V5AOKYVOKTCTG27FCO \
  | 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: a69063381faf40e562ae54c5336be5138083c81b579aaae59cfd47f7bba60cb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08dd2d5fbac46e4d9ea768e6e963959920ee01ef1ebdbe49a9641e5dc5208b2f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-04T22:48:58Z",
    "title_canon_sha256": "8833eb99e5397d43d4b94c1e2d42a2aaf5efa3ad5c305e7c9d0bdf2e6c4a45b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02757",
    "kind": "arxiv",
    "version": 2
  }
}