Pith Number

pith:V3UK5AH4

pith:2025:V3UK5AH4AQX3KI6NHSHKCT25UT

not attested not anchored not stored refs pending

Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection

Chao Ni, Guojun Ma, Liushan Chen, Xiaohu Yang, Xinrui Li, Xin Yin

arxiv:2501.07425 v1 · 2025-01-13 · 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{V3UK5AH4AQX3KI6NHSHKCT25UT}

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

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation

Receipt and verification

First computed	2026-07-05T10:00:20.687624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aee8ae80fc042fb523cd3c8ea14f5da4d39ee1f3110e6df3eb960486e5946757

Aliases

arxiv: 2501.07425 · arxiv_version: 2501.07425v1 · doi: 10.48550/arxiv.2501.07425 · pith_short_12: V3UK5AH4AQX3 · pith_short_16: V3UK5AH4AQX3KI6N · pith_short_8: V3UK5AH4

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/V3UK5AH4AQX3KI6NHSHKCT25UT \
  | 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: aee8ae80fc042fb523cd3c8ea14f5da4d39ee1f3110e6df3eb960486e5946757

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d504f85a34317f0efae3fdfbf0900615637c5ab14515209be937d4c33bd64eef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-13T15:43:36Z",
    "title_canon_sha256": "ee88c2936f3c6c45d34304a17e8a200f4d11ccb32d209e9176ba05f0801fb1f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07425",
    "kind": "arxiv",
    "version": 1
  }
}