Pith Number

pith:SH2GEG5J

pith:2024:SH2GEG5J3TUDUM7ZVGZD2UZMJE

not attested not anchored not stored refs pending

Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios

Aiwei Liu, Jia Liu, Jingyu Wang, Jungang Li, Mengxi Gao, Peijie Jiang, Xin Zou, Xuming Hu, Yanggan Gu, Yibo Yan, Yunkai Dang

arxiv:2411.02708 v3 · 2024-11-05 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SH2GEG5J3TUDUM7ZVGZD2UZMJE}

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

2 papers in Pith

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs

Receipt and verification

First computed	2026-07-05T12:03:44.020879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91f4621ba9dce83a33f9a9b23d532c492e4e7a34a85bafcba98e83be0e0c2641

Aliases

arxiv: 2411.02708 · arxiv_version: 2411.02708v3 · doi: 10.48550/arxiv.2411.02708 · pith_short_12: SH2GEG5J3TUD · pith_short_16: SH2GEG5J3TUDUM7Z · pith_short_8: SH2GEG5J

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/SH2GEG5J3TUDUM7ZVGZD2UZMJE \
  | 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: 91f4621ba9dce83a33f9a9b23d532c492e4e7a34a85bafcba98e83be0e0c2641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa0a42d50394a47b6b43ab8b8fb05b5aa68831882dc7f644cb0c4a748f181016",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-05T01:11:28Z",
    "title_canon_sha256": "e0f2c2e42d3e02b7c3fe90309e10b1bdc49009885d68acbedae5019efdc72865"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02708",
    "kind": "arxiv",
    "version": 3
  }
}