Pith Number

pith:MI25ZGKS

pith:2024:MI25ZGKS2ND6VNHIDHQBRICTX6

not attested not anchored not stored refs pending

Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Guande He, Richang Hong, Wenbo Hu, Zheng Zhang, Zhijie Deng, Zijun Chen

arxiv:2412.14660 v2 · 2024-12-19 · cs.CV · cs.AI · cs.CL · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MI25ZGKS2ND6VNHIDHQBRICTX6}

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

Evaluating Uncertainty and Quality of Visual Language Action-enabled Robots

Receipt and verification

First computed	2026-07-05T09:54:06.919393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6235dc9952d347eab4e819e018a053bfa77243eba398881e95634a8abfb116de

Aliases

arxiv: 2412.14660 · arxiv_version: 2412.14660v2 · doi: 10.48550/arxiv.2412.14660 · pith_short_12: MI25ZGKS2ND6 · pith_short_16: MI25ZGKS2ND6VNHI · pith_short_8: MI25ZGKS

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/MI25ZGKS2ND6VNHIDHQBRICTX6 \
  | 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: 6235dc9952d347eab4e819e018a053bfa77243eba398881e95634a8abfb116de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7101144636022915e57bb6680a606a9e4924bb5e97709eb0944b20732741a7c8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-19T09:10:07Z",
    "title_canon_sha256": "ee079953289a7ba14ec5303ab2763ea8a08c6d6c79603f5a3f28f6266f76b7d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14660",
    "kind": "arxiv",
    "version": 2
  }
}