Pith Number

pith:BM3EM6D7

pith:2023:BM3EM6D7SK5YY7UUAX3SFVI5QO

not attested not anchored not stored refs pending

Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

Ee-Peng Lim, Lei Wang

arxiv:2304.03153 v1 · 2023-04-06 · 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{BM3EM6D7SK5YY7UUAX3SFVI5QO}

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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

12 papers in Pith

An LLM-Powered Semantic Alignment Framework for Journal Recommendation

LLM-based User Profile Management for Recommender System

A Reproducibility Analysis of PO4ISR: Diagnosing and Mitigating Semantic Drift in LLM-Based Session Recommendation

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models

Receipt and verification

First computed	2026-07-05T05:58:45.757331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b3646787f92bb8c7e9405f722d51d8398f4a915b4c2d691bca71da419b9b48b

Aliases

arxiv: 2304.03153 · arxiv_version: 2304.03153v1 · doi: 10.48550/arxiv.2304.03153 · pith_short_12: BM3EM6D7SK5Y · pith_short_16: BM3EM6D7SK5YY7UU · pith_short_8: BM3EM6D7

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/BM3EM6D7SK5YY7UUAX3SFVI5QO \
  | 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: 0b3646787f92bb8c7e9405f722d51d8398f4a915b4c2d691bca71da419b9b48b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b460baab3d00b111e538a223309ae7037fb71bdf9256df3c1b42dd2e3d26c18a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-04-06T15:35:11Z",
    "title_canon_sha256": "733bf0de09e1cd34f95f62e827f7fe7a39723381adc712f48136e85d8d01c3ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03153",
    "kind": "arxiv",
    "version": 1
  }
}