Pith Number

pith:IO2PAJVP

pith:2024:IO2PAJVPENR5NIQTR3GI7NDXB4

not attested not anchored not stored refs pending

Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Liang Zhang, Qin Jin, Zihao Yue

arxiv:2402.14545 v2 · 2024-02-22 · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{IO2PAJVPENR5NIQTR3GI7NDXB4}

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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

6 papers in Pith

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization

Mitigating Object Hallucinations via Sentence-Level Early Intervention

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens

Deep Pre-Alignment for VLMs

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T08:24:24.113149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43b4f026af2363d6a2138ecc8fb4770f0845661fd5e43d17b93f08633639ce7d

Aliases

arxiv: 2402.14545 · arxiv_version: 2402.14545v2 · doi: 10.48550/arxiv.2402.14545 · pith_short_12: IO2PAJVPENR5 · pith_short_16: IO2PAJVPENR5NIQT · pith_short_8: IO2PAJVP

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/IO2PAJVPENR5NIQTR3GI7NDXB4 \
  | 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: 43b4f026af2363d6a2138ecc8fb4770f0845661fd5e43d17b93f08633639ce7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7d240f11d5a46ef86c0720f0cf1808d50f7094603f5d5689a585c331135b5c3",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-22T13:33:13Z",
    "title_canon_sha256": "0dcbba5fd0796cfd45a4c156c15b3ad110250ebb858f559f4d5e2e4b69e0d74d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14545",
    "kind": "arxiv",
    "version": 2
  }
}