Pith Number

pith:NYBTQJIJ

pith:2024:NYBTQJIJHMBYIEFRKF2CVY3SNW

not attested not anchored not stored refs pending

AI PERSONA: Towards Life-long Personalization of LLMs

Huilin Wang, Meiling Tao, Ruoyu Fang, Shuai Wang, Tiannan Wang, Wangchunshu Zhou, Yuchen Eleanor Jiang

arxiv:2412.13103 v1 · 2024-12-17 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{NYBTQJIJHMBYIEFRKF2CVY3SNW}

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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

5 papers in Pith

PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents

An Empirical Study on Logging Evolution On Stack Overflow: Trends, Topics, and Challenges

SensorPersona: An LLM-Empowered System for Continual Persona Extraction from Longitudinal Mobile Sensor Streams

The Pragmatic Persona: Discovering LLM Persona through Bridging Inference

HorizonBench: Long-Horizon Personalization with Evolving Preferences

Receipt and verification

First computed	2026-07-05T09:50:40.302399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e033825093b038410b151742ae3726d858cafc93739668d85ff871750510410

Aliases

arxiv: 2412.13103 · arxiv_version: 2412.13103v1 · doi: 10.48550/arxiv.2412.13103 · pith_short_12: NYBTQJIJHMBY · pith_short_16: NYBTQJIJHMBYIEFR · pith_short_8: NYBTQJIJ

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/NYBTQJIJHMBYIEFRKF2CVY3SNW \
  | 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: 6e033825093b038410b151742ae3726d858cafc93739668d85ff871750510410

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f8337e4e9ef99a0e751946ee2b081eb01eef07eb845d740750d937f2aa4a24c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T17:17:03Z",
    "title_canon_sha256": "cefbabecb3df959c79da198316a399efbc5bebd33757707c073a02b458936940"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13103",
    "kind": "arxiv",
    "version": 1
  }
}