Pith Number

pith:3NUBRSYU

pith:2026:3NUBRSYUQ4AEKICCKSHJFQNAFR

not attested not anchored not stored refs pending

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

Liang Wang, Tiannan Wang, Xiaoyou Liu, Xinyi Mou, Yuqing Wang, Zhongyu Wei

arxiv:2606.02300 v1 · 2026-06-01 · 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{3NUBRSYUQ4AEKICCKSHJFQNAFR}

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	2026-06-02T03:04:55.428964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db6818cb148700452042548e92c1a02c4659589a6abf4f35e33b9393c5256d38

Aliases

arxiv: 2606.02300 · arxiv_version: 2606.02300v1 · doi: 10.48550/arxiv.2606.02300 · pith_short_12: 3NUBRSYUQ4AE · pith_short_16: 3NUBRSYUQ4AEKICC · pith_short_8: 3NUBRSYU

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/3NUBRSYUQ4AEKICCKSHJFQNAFR \
  | 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: db6818cb148700452042548e92c1a02c4659589a6abf4f35e33b9393c5256d38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6684457d02c8c6c3a6457dcf78c872ac5a1990f28f863df52ac30f32c1d7bf7e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-01T14:23:17Z",
    "title_canon_sha256": "07b6e6c402505be5b21ea3b18977e9cf7aedfb30b4baa0c69c0ce7527a6b7a79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02300",
    "kind": "arxiv",
    "version": 1
  }
}