Pith Number

pith:VIXTLRIF

pith:2024:VIXTLRIF4ZGFXELTBI77VHBLSM

not attested not anchored not stored refs pending

Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy

Mar\'ia A. Bravo, Simon Ging, Thomas Brox

arxiv:2402.07270 v2 · 2024-02-11 · cs.CV · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{VIXTLRIF4ZGFXELTBI77VHBLSM}

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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

2 papers in Pith

Beyond Accuracy: Benchmarking Cross-Task Consistency in Unified Multimodal Models

Mastering PokeGym: Graph-Guided Multimodal Evolution at Test Time

Receipt and verification

First computed	2026-07-05T08:15:45.214864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa2f35c505e64c5b91730a3ffa9c2b933b83f5518da45b16adddd6c2de248212

Aliases

arxiv: 2402.07270 · arxiv_version: 2402.07270v2 · doi: 10.48550/arxiv.2402.07270 · pith_short_12: VIXTLRIF4ZGF · pith_short_16: VIXTLRIF4ZGFXELT · pith_short_8: VIXTLRIF

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/VIXTLRIF4ZGFXELTBI77VHBLSM \
  | 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: aa2f35c505e64c5b91730a3ffa9c2b933b83f5518da45b16adddd6c2de248212

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c1e0858c8cadded7b61a3954df2e30e442095b637bec1e229186956523d4725",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-11T18:26:18Z",
    "title_canon_sha256": "3bfa1fd5bc4f900af3f58ecfc6a4f69621afdfb75448abcf7cf73c70211d6416"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07270",
    "kind": "arxiv",
    "version": 2
  }
}