Pith Number

pith:FMDAUJTO

pith:2024:FMDAUJTO2DN4OA3DQ2B2PAY5FV

not attested not anchored not stored refs pending

Retrieve, Annotate, Evaluate, Repeat: Leveraging Multimodal LLMs for Large-Scale Product Retrieval Evaluation

Ana Peleteiro Ramallo, Josip Krapac, Kasra Hosseini, Roland Vollgraf, Thomas Kober, Weiwei Cheng

arxiv:2409.11860 v1 · 2024-09-18 · cs.IR · cs.AI · cs.CL · cs.ET · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FMDAUJTO2DN4OA3DQ2B2PAY5FV}

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.

Receipt and verification

First computed	2026-07-05T09:08:39.032810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b060a266ed0dbc703638683a7831d2d5002b2d2af7d0d98e925961b201b9636

Aliases

arxiv: 2409.11860 · arxiv_version: 2409.11860v1 · doi: 10.48550/arxiv.2409.11860 · pith_short_12: FMDAUJTO2DN4 · pith_short_16: FMDAUJTO2DN4OA3D · pith_short_8: FMDAUJTO

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/FMDAUJTO2DN4OA3DQ2B2PAY5FV \
  | 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: 2b060a266ed0dbc703638683a7831d2d5002b2d2af7d0d98e925961b201b9636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9f39f50c5ebfa5111dc83208c89dd097b2b09b9dcd1591dd25261e07cf33d27",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.ET",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-09-18T10:30:50Z",
    "title_canon_sha256": "5439c13114549997fb7a417db1dd607d253075516db7a9431816d7e0ffae4fcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11860",
    "kind": "arxiv",
    "version": 1
  }
}