Pith Number

pith:GSOH33VV

pith:2023:GSOH33VVGTTVXFDRJKUK6Y57FM

not attested not anchored not stored refs pending

Large Language Models for User Interest Journeys

Alberto Lalama, Cj Adams, Dina Bseiso, Ed H. Chi, Fabio Soldo, Iris Qu, Konstantina Christakopoulou, Lucas Dixon, Minmin Chen, Pierce Vollucci, Samer Chucri, Sarah Scodel, Yifat Amir

arxiv:2305.15498 v1 · 2023-05-24 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GSOH33VVGTTVXFDRJKUK6Y57FM}

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.

Cited by

3 papers in Pith

LLM-Based User Personas for Recommendations at Scale

Beyond Retrieval: Learning Compact User Representations for Scalable LLM Personalization

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

Receipt and verification

First computed	2026-07-05T06:13:41.142197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

349c7deeb534e75b94714aa8af63bf2b0418fb18496c28eea6d1a97eb58b38a3

Aliases

arxiv: 2305.15498 · arxiv_version: 2305.15498v1 · doi: 10.48550/arxiv.2305.15498 · pith_short_12: GSOH33VVGTTV · pith_short_16: GSOH33VVGTTVXFDR · pith_short_8: GSOH33VV

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/GSOH33VVGTTVXFDRJKUK6Y57FM \
  | 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: 349c7deeb534e75b94714aa8af63bf2b0418fb18496c28eea6d1a97eb58b38a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "febfaa110752954a65796c0bbb55f29f6293d93ec740ae532181c2b56e9031bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T18:40:43Z",
    "title_canon_sha256": "c026f4dabd8c7eca94adf63714f819edcff6a6cc9b2e91f44f673c201e20fae1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15498",
    "kind": "arxiv",
    "version": 1
  }
}