Pith Number

pith:SAMCG2TZ

pith:2025:SAMCG2TZJ7NIN3TFZSP3IZ33LT

not attested not anchored not stored refs pending

Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations

Shanglin Yang, Zhan Shi

arxiv:2502.15696 v1 · 2025-01-03 · cs.CL · cs.AI · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SAMCG2TZJ7NIN3TFZSP3IZ33LT}

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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

1 paper in Pith

FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model

Receipt and verification

First computed	2026-07-05T10:18:14.833640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9018236a794fda86ee65cc9fb4677b5cc57636a99372caad7293e10618732dbd

Aliases

arxiv: 2502.15696 · arxiv_version: 2502.15696v1 · doi: 10.48550/arxiv.2502.15696 · pith_short_12: SAMCG2TZJ7NI · pith_short_16: SAMCG2TZJ7NIN3TF · pith_short_8: SAMCG2TZ

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/SAMCG2TZJ7NIN3TFZSP3IZ33LT \
  | 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: 9018236a794fda86ee65cc9fb4677b5cc57636a99372caad7293e10618732dbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e294adef4bea7ad54b1497bc0897254c22390fb91e3df4e229b59e3d8087bbbb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-03T21:49:44Z",
    "title_canon_sha256": "460c9de9e8c841a8b292240f5b84b74f353187203a284f2928c31712c44d1318"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15696",
    "kind": "arxiv",
    "version": 1
  }
}