Pith Number

pith:VWCDVNOL

pith:2023:VWCDVNOL7YPHC2SCYSRZIGWLKF

not attested not anchored not stored refs pending

Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models

Fan Liu, Huilin Chen, Liqiang Nie, Mohan Kankanhalli, Yaqi Liu, Zhiyong Cheng

arxiv:2312.16275 v2 · 2023-12-26 · cs.IR · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VWCDVNOL7YPHC2SCYSRZIGWLKF}

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

An Automatic Graph Construction Framework based on Large Language Models for Recommendation

Receipt and verification

First computed	2026-07-05T09:36:09.047911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad843ab5cbfe1e716a42c4a3941acb516f7b4cea3fc41d11e2cdda720b9ad5b5

Aliases

arxiv: 2312.16275 · arxiv_version: 2312.16275v2 · doi: 10.48550/arxiv.2312.16275 · pith_short_12: VWCDVNOL7YPH · pith_short_16: VWCDVNOL7YPHC2SC · pith_short_8: VWCDVNOL

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/VWCDVNOL7YPHC2SCYSRZIGWLKF \
  | 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: ad843ab5cbfe1e716a42c4a3941acb516f7b4cea3fc41d11e2cdda720b9ad5b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59eb7477329461496b1ea9f3b5febaadc55a1d88b0f224ad95d8e7af1c73ecf6",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-12-26T15:44:09Z",
    "title_canon_sha256": "2281aceb042b32c2ecf719aa32a277a71eed6e5a1f48c65d7a80eee198d94fba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16275",
    "kind": "arxiv",
    "version": 2
  }
}