Pith Number

pith:APVGS7RO

pith:2026:APVGS7ROOTGAE4YCCRRXDDYOQ7

not attested not anchored not stored refs pending

Catching One in Five: LLM-as-Judge Blind Spots in Production Multi-Turn Transaction Agents

Alexander Wang, Sawyer Zhang, Sophie Lei

arxiv:2606.10315 v1 · 2026-06-09 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{APVGS7ROOTGAE4YCCRRXDDYOQ7}

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	2026-06-10T01:10:11.381262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03ea697e2e74cc0273021463718f0e87c8f6da7b1504f074b84d525e1f098aa0

Aliases

arxiv: 2606.10315 · arxiv_version: 2606.10315v1 · doi: 10.48550/arxiv.2606.10315 · pith_short_12: APVGS7ROOTGA · pith_short_16: APVGS7ROOTGAE4YC · pith_short_8: APVGS7RO

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/APVGS7ROOTGAE4YCCRRXDDYOQ7 \
  | 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: 03ea697e2e74cc0273021463718f0e87c8f6da7b1504f074b84d525e1f098aa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c91d253a6d35667962bba0c20e181f1489a8fb2e84cfde27bca4b41629f9dc12",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-09T02:11:01Z",
    "title_canon_sha256": "746c1f729186cfc49427e356db502d9377ee3882241d6dae6808f0939209a1c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10315",
    "kind": "arxiv",
    "version": 1
  }
}