Pith Number

pith:VN4LIJQZ

pith:2025:VN4LIJQZ7VMAOMFDM27OZUZUQU

not attested not anchored not stored refs pending

Toward an Evaluation Science for Generative AI Systems

Angelina Wang, Deep Ganguli, Hanna Wallach, Inioluwa Deborah Raji, Laura Weidinger, Margaret Mitchell, Olawale Salaudeen, Rishi Bommasani, Sanmi Koyejo, William Isaac

arxiv:2503.05336 v3 · 2025-03-07 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VN4LIJQZ7VMAOMFDM27OZUZUQU}

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

12 papers in Pith

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting

HERO: Improving the Reliability and Sensitivity of Generative Model Evaluation Using Historical Data

Towards an Evaluation Methodology for AI in Second Language Education: Lessons Learned from Developing L2-Bench

Position: Stop Evaluating AI with Human Tests, Develop Principled, AI-specific Tests instead

An Empirical Study of Testing Practices in Open Source AI Agent Frameworks and Agentic Applications

Receipt and verification

First computed	2026-07-05T10:30:32.462301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab78b42619fd580730a366beecd33485064a030052dd970fe3c1e8c01120ea3f

Aliases

arxiv: 2503.05336 · arxiv_version: 2503.05336v3 · doi: 10.48550/arxiv.2503.05336 · pith_short_12: VN4LIJQZ7VMA · pith_short_16: VN4LIJQZ7VMAOMFD · pith_short_8: VN4LIJQZ

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/VN4LIJQZ7VMAOMFDM27OZUZUQU \
  | 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: ab78b42619fd580730a366beecd33485064a030052dd970fe3c1e8c01120ea3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9418243a78c0ce8ba1ed267235f999494dd0e17c1439d4eeba392f88152cd5e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-07T11:23:48Z",
    "title_canon_sha256": "1ae84b53b06e84a01e6b2753c0b26066c612e8488fe63aee6b3b90645cf71b2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05336",
    "kind": "arxiv",
    "version": 3
  }
}