Pith Number

pith:2GSDZXB5

pith:2024:2GSDZXB5ZZ24MWD2H6PKELIWTL

not attested not anchored not stored refs pending

Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering

Federico Cocchi, Lorenzo Baraldi, Marcella Cornia, Nicholas Moratelli, Rita Cucchiara

arxiv:2411.16863 v2 · 2024-11-25 · cs.CV · cs.AI · cs.CL · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2GSDZXB5ZZ24MWD2H6PKELIWTL}

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

1 paper in Pith

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning

Receipt and verification

First computed	2026-07-05T10:43:03.321020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1a43cdc3dce75c6587a3f9ea22d169afd9e13646415d910ee7522bbca58e882

Aliases

arxiv: 2411.16863 · arxiv_version: 2411.16863v2 · doi: 10.48550/arxiv.2411.16863 · pith_short_12: 2GSDZXB5ZZ24 · pith_short_16: 2GSDZXB5ZZ24MWD2 · pith_short_8: 2GSDZXB5

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/2GSDZXB5ZZ24MWD2H6PKELIWTL \
  | 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: d1a43cdc3dce75c6587a3f9ea22d169afd9e13646415d910ee7522bbca58e882

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72df1d6aacdcee159d61dd49d3bef0851fb1dd8b8d8e271875747b358c4077ca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-25T19:01:03Z",
    "title_canon_sha256": "4bdbd2b44a1229b36f20dd80be5d19aefb35c8a4a00d88e36c095796ea57356d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16863",
    "kind": "arxiv",
    "version": 2
  }
}