Pith Number

pith:2OLIRBAY

pith:2025:2OLIRBAYH7QHGAXUXGJU3R6P5W

not attested not anchored not stored refs pending

Less is More: On the Importance of Data Quality for Unit Test Generation

David Lo, Junwei Zhang, Shan Gao, Shanping Li, Xing Hu, Xin Xia

arxiv:2502.14212 v1 · 2025-02-20 · cs.SE · cs.IR

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\usepackage{pith}
\pithnumber{2OLIRBAYH7QHGAXUXGJU3R6P5W}

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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

2 papers in Pith

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T10:17:22.893874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3968884183fe07302f4b9934dc7cfeda0f8e93608bcc3465b90e93955f91167

Aliases

arxiv: 2502.14212 · arxiv_version: 2502.14212v1 · doi: 10.48550/arxiv.2502.14212 · pith_short_12: 2OLIRBAYH7QH · pith_short_16: 2OLIRBAYH7QHGAXU · pith_short_8: 2OLIRBAY

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/2OLIRBAYH7QHGAXUXGJU3R6P5W \
  | 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: d3968884183fe07302f4b9934dc7cfeda0f8e93608bcc3465b90e93955f91167

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d986df34c82374f10f03c9bfc2073a47279a8a202ef883103d93b593c392bfaf",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-20T02:47:09Z",
    "title_canon_sha256": "0a7f8b04fc593067cbc0254092b9a9c51cf1e51174aaba8f73bc0d0c1da65401"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14212",
    "kind": "arxiv",
    "version": 1
  }
}