Pith Number

pith:V4FHGP5V

pith:2025:V4FHGP5VSRFUD7WEMIKZFLJXKB

not attested not anchored not stored refs pending

A Practical Guide for Evaluating LLMs and LLM-Reliant Systems

Christopher Andrews, Ethan M. Rudd, Philip Tully

arxiv:2506.13023 v2 · 2025-06-16 · 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{V4FHGP5VSRFUD7WEMIKZFLJXKB}

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

Threat Modelling using Domain-Adapted Language Models: Empirical Evaluation and Insights

Receipt and verification

First computed	2026-07-05T11:39:55.248958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af0a733fb5944b41fec4621592ad37505acad361049f17193d73a085605db01a

Aliases

arxiv: 2506.13023 · arxiv_version: 2506.13023v2 · doi: 10.48550/arxiv.2506.13023 · pith_short_12: V4FHGP5VSRFU · pith_short_16: V4FHGP5VSRFUD7WE · pith_short_8: V4FHGP5V

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/V4FHGP5VSRFUD7WEMIKZFLJXKB \
  | 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: af0a733fb5944b41fec4621592ad37505acad361049f17193d73a085605db01a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "829cbc3c4f1edf865d34ee50a84426c1b6b6b00f51cb33cb2d480405897c6c56",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-16T01:18:16Z",
    "title_canon_sha256": "99f0b381e6a20cb5cab32a411a4df7f90e65521fb6b720ffc02888496adaf98b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13023",
    "kind": "arxiv",
    "version": 2
  }
}