Pith Number

pith:ZTUJCQ5R

pith:2024:ZTUJCQ5RCDDB4Y4FWGETBMOCAY

not attested not anchored not stored refs pending

Uncertainty-Aware Evaluation for Vision-Language Models

Bulat Nutfullin, Eugene Ilyushin, Oleg Pilipenko, Vasily Kostumov

arxiv:2402.14418 v2 · 2024-02-22 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{ZTUJCQ5RCDDB4Y4FWGETBMOCAY}

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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

4 papers in Pith

Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets

Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era

Geometry-Calibrated Conformal Abstention for Language Models

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models

Receipt and verification

First computed	2026-07-05T07:48:53.675388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cce89143b110c61e6385b18930b1c20611eddd3d1e02478d4abe155ce5162e23

Aliases

arxiv: 2402.14418 · arxiv_version: 2402.14418v2 · doi: 10.48550/arxiv.2402.14418 · pith_short_12: ZTUJCQ5RCDDB · pith_short_16: ZTUJCQ5RCDDB4Y4F · pith_short_8: ZTUJCQ5R

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/ZTUJCQ5RCDDB4Y4FWGETBMOCAY \
  | 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: cce89143b110c61e6385b18930b1c20611eddd3d1e02478d4abe155ce5162e23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa3da6b224d4b43144d7f1fbf8dc3069c15898a61618743713808daf6c3ccab9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-22T10:04:17Z",
    "title_canon_sha256": "bbf503e2db8d40fb9ef72d9b0e251d70367d25c3c266641ce13b835d69d104a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14418",
    "kind": "arxiv",
    "version": 2
  }
}