Pith Number

pith:QHORF3MX

pith:2025:QHORF3MX5KWYTA4LT47P5S5VUN

not attested not anchored not stored refs pending

CountQA: How Well Do MLLMs Count in the Wild?

Jayant Sravan Tamarapalli, Nilay Pande, Rynaa Grover, Sahiti Yerramilli

arxiv:2508.06585 v2 · 2025-08-08 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QHORF3MX5KWYTA4LT47P5S5VUN}

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

4 papers in Pith

HoloCount: A Holistic Visual Counting Benchmark for MLLMs

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning

ABACUS: Adapting Unified Foundation Model for Bridging Image Count Understanding and Generation

Explicit Reasoning Makes Better Judges: A Systematic Study on Accuracy, Efficiency, and Robustness

Receipt and verification

First computed	2026-07-05T12:07:10.226754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81dd12ed97eaad89838b9f3efecbb5a3434ceb509bd333a3021b98977534d6a1

Aliases

arxiv: 2508.06585 · arxiv_version: 2508.06585v2 · doi: 10.48550/arxiv.2508.06585 · pith_short_12: QHORF3MX5KWY · pith_short_16: QHORF3MX5KWYTA4L · pith_short_8: QHORF3MX

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/QHORF3MX5KWYTA4LT47P5S5VUN \
  | 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: 81dd12ed97eaad89838b9f3efecbb5a3434ceb509bd333a3021b98977534d6a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74710081fcf78095a308cbfa444e2da0264d4e5be328d8d0dbb4a19d1dd4c5a5",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-08T04:23:04Z",
    "title_canon_sha256": "53de5bffb8d0222947fea9cfcd240112c00ea22aff1cc478207e5c8101c1150c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.06585",
    "kind": "arxiv",
    "version": 2
  }
}