Pith Number

pith:5FUVAHK5

pith:2026:5FUVAHK5LTUMFR3AOL2P2AFQMY

not attested not anchored not stored refs pending

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data

Chengcheng Yang, Guangze Chen, Hailin He, Kaichen Yu, Kai Huang, Lingyang Zeng, Rong Zhang, Siyang Weng, Xiangyun Du, Xuan Zhou, Zhicheng Pan, Zirui Hu

arxiv:2607.27056 v1 · 2026-07-29 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5FUVAHK5LTUMFR3AOL2P2AFQMY}

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	2026-07-30T01:23:27.814758Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

e969501d5d5ce8c2c76072f4fd00b066321e46ee0e0afe1853155ed95cd75a53

Aliases

arxiv: 2607.27056 · arxiv_version: 2607.27056v1 · doi: 10.48550/arxiv.2607.27056 · pith_short_12: 5FUVAHK5LTUM · pith_short_16: 5FUVAHK5LTUMFR3A · pith_short_8: 5FUVAHK5

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/5FUVAHK5LTUMFR3AOL2P2AFQMY \
  | 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: e969501d5d5ce8c2c76072f4fd00b066321e46ee0e0afe1853155ed95cd75a53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38dbdd520e43c0866504e5f2a78d59c8b5378469b3432247e4c639426106b249",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-29T15:47:40Z",
    "title_canon_sha256": "3cb22d67357524a36cc49d1bcfb9ab8c0b2bb8c81c3fcf7044eeb6066f78c836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.27056",
    "kind": "arxiv",
    "version": 1
  }
}