Pith Number

pith:JDNZMEPG

pith:2024:JDNZMEPGB5YSTP5PSZP42VRHVP

not attested not anchored not stored refs pending

TOGLL: Correct and Strong Test Oracle Generation with LLMs

Matthew Dwyer, Soneya Binta Hossain

arxiv:2405.03786 v2 · 2024-05-06 · 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{JDNZMEPGB5YSTP5PSZP42VRHVP}

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

3 papers in Pith

LLM-based Mockless Unit Test Generation for Java

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

On the Effectiveness of Modular Testing in EvoSuite

Receipt and verification

First computed	2026-07-05T11:49:45.502212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48db9611e60f7129bfaf965fcd5627abced010a932c70f8198f54b338f342b12

Aliases

arxiv: 2405.03786 · arxiv_version: 2405.03786v2 · doi: 10.48550/arxiv.2405.03786 · pith_short_12: JDNZMEPGB5YS · pith_short_16: JDNZMEPGB5YSTP5P · pith_short_8: JDNZMEPG

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/JDNZMEPGB5YSTP5PSZP42VRHVP \
  | 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: 48db9611e60f7129bfaf965fcd5627abced010a932c70f8198f54b338f342b12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a7c9be6deac3e7ecc98b760d0ab61dfc9295b43c3ecb4bf223679fff2cda239",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-06T18:37:35Z",
    "title_canon_sha256": "ed0851e15adb1a788d39a0c397ff7dc0f9c6ba3973cbe3a144ca0b845ac85a79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03786",
    "kind": "arxiv",
    "version": 2
  }
}