Pith Number

pith:TNHMUXAX

pith:2024:TNHMUXAXSV37XMEGJHECPU2PCC

not attested not anchored not stored refs pending

Improving Fine-grained Visual Understanding in VLMs through Text-Only Training

Dasol Choi, Gio Paik, Guijin Son, Seunghyeok Hong, Soo Yong Kim

arxiv:2412.12940 v1 · 2024-12-17 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TNHMUXAXSV37XMEGJHECPU2PCC}

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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

ESC: Emotional Self-Correction for Reliable Vision-Language Models

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm

Receipt and verification

First computed	2026-07-05T10:41:51.263542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b4eca5c179577fbb08649c827d34f10b6a3a3910281417f4309ee9008b4902f

Aliases

arxiv: 2412.12940 · arxiv_version: 2412.12940v1 · doi: 10.48550/arxiv.2412.12940 · pith_short_12: TNHMUXAXSV37 · pith_short_16: TNHMUXAXSV37XMEG · pith_short_8: TNHMUXAX

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/TNHMUXAXSV37XMEGJHECPU2PCC \
  | 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: 9b4eca5c179577fbb08649c827d34f10b6a3a3910281417f4309ee9008b4902f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b764b261547d6e14526cdbbef8b0277d018b3cfc902b901d6f931ee14d530039",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T14:18:50Z",
    "title_canon_sha256": "82462bc30ec37baf533bc4c6f432181c20e5cf043293fef20e1daf09417ba1e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12940",
    "kind": "arxiv",
    "version": 1
  }
}