Pith Number

pith:ULKWBEBK

pith:2024:ULKWBEBKB7NHJRF73UCG27ZA6D

not attested not anchored not stored refs pending

Finetuned Multimodal Language Models Are High-Quality Image-Text Data Filters

Heng Wang, Khalil Mrini, Linjie Yang, Sateesh Kumar, Weizhi Wang, Xifeng Yan, Yu Tian

arxiv:2403.02677 v1 · 2024-03-05 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{ULKWBEBKB7NHJRF73UCG27ZA6D}

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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

1 paper in Pith

Towards Multimodal Active Learning: Efficient Learning with Limited Paired Data

Receipt and verification

First computed	2026-07-05T07:52:20.837233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2d560902a0fda74c4bfdd046d7f20f0fd218d506ea88a96c9b6bd8229ab721d

Aliases

arxiv: 2403.02677 · arxiv_version: 2403.02677v1 · doi: 10.48550/arxiv.2403.02677 · pith_short_12: ULKWBEBKB7NH · pith_short_16: ULKWBEBKB7NHJRF7 · pith_short_8: ULKWBEBK

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/ULKWBEBKB7NHJRF73UCG27ZA6D \
  | 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: a2d560902a0fda74c4bfdd046d7f20f0fd218d506ea88a96c9b6bd8229ab721d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18d3467805500e89853cec74a3cfefd2f1c8e992c9bf9b1b8d9b33b958ac5b52",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-05T06:05:15Z",
    "title_canon_sha256": "518465bb10d8e1cbd64376a9a5e12aef3230cf8201cac16b41d8527501338482"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02677",
    "kind": "arxiv",
    "version": 1
  }
}