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Pith Number

pith:CRAHHTUF

pith:2025:CRAHHTUFKFCO4M2SBBCSYY34G6
not attested not anchored not stored refs pending

Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation

Baolong Bi, Hongcheng Gao, Hongyu Chen, Jiashu Qu, Jingyi Tang, Li Liang, Li Su, Qingming Huang, Yue Liu

arxiv:2503.19622 v1 · 2025-03-25 · cs.CV

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\usepackage{pith}
\pithnumber{CRAHHTUFKFCO4M2SBBCSYY34G6}

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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

8 papers in Pith

MotionHalluc: Diagnosing Kinematic Hallucinations in Fine-Grained Motion Reasoning
ProWAFT: A ROMA-LPD Instance for Workload-Aware and Dynamic Fault Tolerance in FPGA-Based CNN Accelerators
MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models
No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs
DAIN: Dynamic Agent-Based Interaction Network for Efficient and Collaborative Multimodal Reasoning
Receipt and verification
First computed 2026-07-05T10:38:58.532730Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

144073ce855144ee335208452c637c37907e5f4ff31e0b66a8bba572860caeee

Aliases

arxiv: 2503.19622 · arxiv_version: 2503.19622v1 · doi: 10.48550/arxiv.2503.19622 · pith_short_12: CRAHHTUFKFCO · pith_short_16: CRAHHTUFKFCO4M2S · pith_short_8: CRAHHTUF
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/CRAHHTUFKFCO4M2SBBCSYY34G6 \
  | 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: 144073ce855144ee335208452c637c37907e5f4ff31e0b66a8bba572860caeee
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "85695ce585a2846865d362f48b9ddfe7314f72f34f71bb9bdd7db1ef55ce2379",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-25T13:12:17Z",
    "title_canon_sha256": "d34187ee8f60a6f0e245bac8d5339b48866e772cdd82bf673fc6b857b931a842"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19622",
    "kind": "arxiv",
    "version": 1
  }
}