Pith Number

pith:H4KJF52H

pith:2023:H4KJF52H6CGVPXIZ35QA5ILL76

not attested not anchored not stored refs pending

Large Language Model Augmented Narrative Driven Recommendations

Andrew McCallum, Hamed Zamani, Sheshera Mysore

arxiv:2306.02250 v2 · 2023-06-04 · cs.IR · 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{H4KJF52H6CGVPXIZ35QA5ILL76}

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

1 paper in Pith

LLM4MEA: Data-free Model Extraction Attacks on Sequential Recommenders via Large Language Models

Receipt and verification

First computed	2026-07-05T06:33:21.192507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f1492f747f08d57dd19df600ea16bff9400fcc7333b520b2bf7467605af5f61

Aliases

arxiv: 2306.02250 · arxiv_version: 2306.02250v2 · doi: 10.48550/arxiv.2306.02250 · pith_short_12: H4KJF52H6CGV · pith_short_16: H4KJF52H6CGVPXIZ · pith_short_8: H4KJF52H

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/H4KJF52H6CGVPXIZ35QA5ILL76 \
  | 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: 3f1492f747f08d57dd19df600ea16bff9400fcc7333b520b2bf7467605af5f61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e77ee08c1f9ff2ff22a7b098683bff0d1fb5279dfc08a53cea8032d3f013389",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-06-04T03:46:45Z",
    "title_canon_sha256": "98de9d31dcfd3e44188d72c1c86063c6a62aaf384a226af0f0f235ef17a7a6f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02250",
    "kind": "arxiv",
    "version": 2
  }
}