Pith Number

pith:LSNNIBDS

pith:2025:LSNNIBDSECYZPV4JWPEPMMVSXG

not attested not anchored not stored refs pending

MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation

Baharan Mirzasoleiman, Besmira Nushi, Neel Joshi, Siddharth Joshi, Varun Chandrasekaran, Vibhav Vineet, Vidhisha Balachandran

arxiv:2501.04155 v1 · 2025-01-07 · cs.CV · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LSNNIBDSECYZPV4JWPEPMMVSXG}

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

20/20 Vision Language Models: A Prescription for Better VLMs through Data Curation Alone

Unlocking UML Class Diagram Understanding in Vision Language Models

Receipt and verification

First computed	2026-07-05T09:58:30.922711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c9ad4047220b197d789b3c8f632b2b9b13bda066f2f078c324d9e4c8a7b0709

Aliases

arxiv: 2501.04155 · arxiv_version: 2501.04155v1 · doi: 10.48550/arxiv.2501.04155 · pith_short_12: LSNNIBDSECYZ · pith_short_16: LSNNIBDSECYZPV4J · pith_short_8: LSNNIBDS

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/LSNNIBDSECYZPV4JWPEPMMVSXG \
  | 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: 5c9ad4047220b197d789b3c8f632b2b9b13bda066f2f078c324d9e4c8a7b0709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0c4a8f7aefa492e28142e97dd9bbc5d056aa4a0530a0e1514ac04a207e69ba9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-07T21:55:56Z",
    "title_canon_sha256": "249701a55ee6cc1b883050b46b91158b00c78937f73c5e37c1c5718a2a5fbc1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04155",
    "kind": "arxiv",
    "version": 1
  }
}