Pith Number

pith:BFYZUWUX

pith:2024:BFYZUWUXETGIII24TQKJ652EBW

not attested not anchored not stored refs pending

Revisiting MLLMs: An In-Depth Analysis of Image Classification Abilities

Huan Liu, Jiangjiang Liu, Jingdong Wang, Lingyu Xiao, Sen Yang, Xiaofan Li, Ze Feng

arxiv:2412.16418 v1 · 2024-12-21 · 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{BFYZUWUXETGIII24TQKJ652EBW}

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

4 papers in Pith

WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs

Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning

Specificity-aware reinforcement learning for fine-grained open-world classification

Bridging Coarse and Fine Recognition: A Hybrid Approach for Open-Ended Multi-Granularity Object Recognition in Interactive Educational Games

Receipt and verification

First computed	2026-07-05T09:52:45.732525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09719a5a9724cc84235c9c149f77440d98ece3bf00a36e5daa228bde207ec60d

Aliases

arxiv: 2412.16418 · arxiv_version: 2412.16418v1 · doi: 10.48550/arxiv.2412.16418 · pith_short_12: BFYZUWUXETGI · pith_short_16: BFYZUWUXETGIII24 · pith_short_8: BFYZUWUX

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/BFYZUWUXETGIII24TQKJ652EBW \
  | 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: 09719a5a9724cc84235c9c149f77440d98ece3bf00a36e5daa228bde207ec60d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a0971b8f6b666482cc758e5131ca71bfd47b00106cc710a241dbab7edb33388",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-21T00:46:56Z",
    "title_canon_sha256": "1d860bed6887b24eaa11149d31839154016e2f19eb195b97ce4de6ff61dd27d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16418",
    "kind": "arxiv",
    "version": 1
  }
}