Pith Number

pith:ZOPNPSNW

pith:2024:ZOPNPSNWZ2U3J2U3V7PVNFUI3P

not attested not anchored not stored refs pending

Do Vision-Language Models Really Understand Visual Language?

Buse Giledereli, Mrinmaya Sachan, Yifan Hou, Yilei Tu

arxiv:2410.00193 v3 · 2024-09-30 · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{ZOPNPSNWZ2U3J2U3V7PVNFUI3P}

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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

3 papers in Pith

From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models

Can Vision-Language Models Count? A Synthetic Benchmark and Analysis of Attention-Based Interventions

Benchmarking and Evaluating VLMs for Software Architecture Diagram Understanding

Receipt and verification

First computed	2026-07-05T11:09:00.907857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb9ed7c9b6cea9b4ea9bafdf569688dbf2e177baefcf41e44d5851f3c26e8f5a

Aliases

arxiv: 2410.00193 · arxiv_version: 2410.00193v3 · doi: 10.48550/arxiv.2410.00193 · pith_short_12: ZOPNPSNWZ2U3 · pith_short_16: ZOPNPSNWZ2U3J2U3 · pith_short_8: ZOPNPSNW

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/ZOPNPSNWZ2U3J2U3V7PVNFUI3P \
  | 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: cb9ed7c9b6cea9b4ea9bafdf569688dbf2e177baefcf41e44d5851f3c26e8f5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8ee8e03bc3a847869f155b0022bcc288d082e01fa7e21d3a030e372707ed703",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-30T19:45:11Z",
    "title_canon_sha256": "16c775d3f42044c8f1cba72aede6b1511805e676d5183a8c155aaa496e142a1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.00193",
    "kind": "arxiv",
    "version": 3
  }
}