Pith Number

pith:NF7B3YFJ

pith:2026:NF7B3YFJXZR6ZE7XO2MFWQ2I7J

not attested not anchored not stored refs pending

GroundEval: A Deterministic Replacement for LLM-as-Judge in Stateful Agent Evaluation

Jeffrey Flynt

arxiv:2606.22737 v1 · 2026-06-22 · cs.AI · cs.CL · 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{NF7B3YFJXZR6ZE7XO2MFWQ2I7J}

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.

Receipt and verification

First computed	2026-06-23T02:13:46.001229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

697e1de0a9be63ec93f776985b4348fa490872e8bcaa5a8a887f7d5cf3de3bc8

Aliases

arxiv: 2606.22737 · arxiv_version: 2606.22737v1 · doi: 10.48550/arxiv.2606.22737 · pith_short_12: NF7B3YFJXZR6 · pith_short_16: NF7B3YFJXZR6ZE7X · pith_short_8: NF7B3YFJ

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/NF7B3YFJXZR6ZE7XO2MFWQ2I7J \
  | 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: 697e1de0a9be63ec93f776985b4348fa490872e8bcaa5a8a887f7d5cf3de3bc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37badc9e1609124510ea289a73a4dc35e0a05f632029f85f1e6e8809747d5010",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-22T00:41:16Z",
    "title_canon_sha256": "e0bddb12ee29d64d94b31556b609d257b16456865f8880fa5458d78c8c2e1d3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22737",
    "kind": "arxiv",
    "version": 1
  }
}