Pith Number

pith:MFBCBGMW

pith:2026:MFBCBGMWT75GQ23R5WVZ5BJOKA

not attested not anchored not stored refs pending

Rethinking Sales Lead Scoring with LLM-based Hierarchical Preference Ranking

Chenyu Zhang, Junming Jiao, Juyi Qiao, Xinyuan Zhang, Yin Sun, Yiwen Liu, Yuji Cao

arxiv:2606.04387 v1 · 2026-06-03 · cs.IR · 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{MFBCBGMWT75GQ23R5WVZ5BJOKA}

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	2026-06-04T01:09:06.166921Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61422099969ffa686b71edab9e852e50295dfe5f1af6851969d12ca1e9e21456

Aliases

arxiv: 2606.04387 · arxiv_version: 2606.04387v1 · doi: 10.48550/arxiv.2606.04387 · pith_short_12: MFBCBGMWT75G · pith_short_16: MFBCBGMWT75GQ23R · pith_short_8: MFBCBGMW

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/MFBCBGMWT75GQ23R5WVZ5BJOKA \
  | 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: 61422099969ffa686b71edab9e852e50295dfe5f1af6851969d12ca1e9e21456

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7251c0bef7fcd80833cc0ab6d2c4b79b2a7ed5a72e0ed68fcd1d8f2c1215b783",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-06-03T03:05:57Z",
    "title_canon_sha256": "105f09ebda0d6a2ffb1c745c4947cd06449c295a9a24b4cf91863a2beccebbd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.04387",
    "kind": "arxiv",
    "version": 1
  }
}