Pith Number

pith:NRYTMQQM

pith:2026:NRYTMQQM5RQZRHWZ5UBON7Z3OC

not attested not anchored not stored refs pending

CLQT: A Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark for Diagnostic Evaluation of LLM Portfolio-Management Agents

Bo Qu, Mingguang Chen

arxiv:2606.29771 v1 · 2026-06-29 · cs.AI · cs.LG · q-fin.CP · q-fin.PM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NRYTMQQM5RQZRHWZ5UBON7Z3OC}

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	2026-06-30T02:17:34.554666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c7136420cec61989ed9ed02e6ff3b70be2dd491e438af8d0314d97819ab23df

Aliases

arxiv: 2606.29771 · arxiv_version: 2606.29771v1 · doi: 10.48550/arxiv.2606.29771 · pith_short_12: NRYTMQQM5RQZ · pith_short_16: NRYTMQQM5RQZRHWZ · pith_short_8: NRYTMQQM

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/NRYTMQQM5RQZRHWZ5UBON7Z3OC \
  | 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: 6c7136420cec61989ed9ed02e6ff3b70be2dd491e438af8d0314d97819ab23df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4afc5cb9d4c6cc325cc5ccf18cb75c4d04bc2e6a8aa5e48bcb548750338285d",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.CP",
      "q-fin.PM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-29T04:26:30Z",
    "title_canon_sha256": "301fe2e86ece1f086bea3a513cf37489295e416a221e094c42c20d4d1d7dc8c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.29771",
    "kind": "arxiv",
    "version": 1
  }
}