Pith Number

pith:SVB3DGHR

pith:2024:SVB3DGHRIIAXLLV6EWC3YJHNRO

not attested not anchored not stored refs pending

Less is More: High-value Data Selection for Visual Instruction Tuning

Dawei Gao, Ji-Rong Wen, Kun Zhou, Wayne Xin Zhao, Yaliang Li, Zikang Liu

arxiv:2403.09559 v4 · 2024-03-14 · cs.CL · 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{SVB3DGHRIIAXLLV6EWC3YJHNRO}

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

3 papers in Pith

Visual Compositional Tuning

SEED: Targeted Data Selection by Weighted Independent Set

GRACE: Gradient-aligned Reasoning Data Curation for Efficient Post-training

Receipt and verification

First computed	2026-07-05T09:18:23.774916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9543b198f1420175aebe2585bc24ed8bbf9bf85d8dc812f6680251f3c370d047

Aliases

arxiv: 2403.09559 · arxiv_version: 2403.09559v4 · doi: 10.48550/arxiv.2403.09559 · pith_short_12: SVB3DGHRIIAX · pith_short_16: SVB3DGHRIIAXLLV6 · pith_short_8: SVB3DGHR

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/SVB3DGHRIIAXLLV6EWC3YJHNRO \
  | 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: 9543b198f1420175aebe2585bc24ed8bbf9bf85d8dc812f6680251f3c370d047

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3384e9c091e21d3ba80173aaeeb104201cdf73230601686bd67fdabf005c407",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-14T16:47:25Z",
    "title_canon_sha256": "429d83290580d967fdc7f9c63a29df91b690895cbd9e53d5a87996c8089e3025"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.09559",
    "kind": "arxiv",
    "version": 4
  }
}