Pith Number

pith:NTBQ7F3O

pith:2023:NTBQ7F3OPKRPBJFEL2TJ42IZLK

not attested not anchored not stored refs pending

Teach LLMs to Personalize -- An Approach inspired by Writing Education

Cheng Li, Michael Bendersky, Mingyang Zhang, Qiaozhu Mei, Spurthi Amba Hombaiah, Yaqing Wang, Yi Liang

arxiv:2308.07968 v1 · 2023-08-15 · 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{NTBQ7F3OPKRPBJFEL2TJ42IZLK}

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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

4 papers in Pith

CoPersona: Collaborative Persona Graphs for Robust LLM Personalization

Beyond Retrieval: Learning Compact User Representations for Scalable LLM Personalization

VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

Learning from Natural Language Feedback for Personalized Question Answering

Receipt and verification

First computed	2026-07-05T06:41:52.323920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cc30f976e7aa2f0a4a45ea69e69195a88994b8380b66dea9070943ff6810c9d

Aliases

arxiv: 2308.07968 · arxiv_version: 2308.07968v1 · doi: 10.48550/arxiv.2308.07968 · pith_short_12: NTBQ7F3OPKRP · pith_short_16: NTBQ7F3OPKRPBJFE · pith_short_8: NTBQ7F3O

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/NTBQ7F3OPKRPBJFEL2TJ42IZLK \
  | 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: 6cc30f976e7aa2f0a4a45ea69e69195a88994b8380b66dea9070943ff6810c9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5239d0d3fb5d3bd49ca5609eb2acd1f30465384d165c95b72ef22faad180e97",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-15T18:06:23Z",
    "title_canon_sha256": "e54f9515f0d293b3b66463d0ef5ee0ac957132acf194a7ff643cd6ae7e22b046"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07968",
    "kind": "arxiv",
    "version": 1
  }
}