Pith Number

pith:EFT7KFRT

pith:2024:EFT7KFRTD6BQX5IL45X27233WB

not attested not anchored not stored refs pending

Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization

Ruobing Xie, Xingwu Sun, Xirong Li, Yuhan Fu, Zhanhui Kang

arxiv:2411.10436 v1 · 2024-11-15 · cs.CL · cs.AI · cs.CV · cs.MM

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\usepackage{pith}
\pithnumber{EFT7KFRTD6BQX5IL45X27233WB}

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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

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:36:05.482300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2167f516331f830bf50be76fafeb7bb06df7c472ea801c9828fc35d084acd409

Aliases

arxiv: 2411.10436 · arxiv_version: 2411.10436v1 · doi: 10.48550/arxiv.2411.10436 · pith_short_12: EFT7KFRTD6BQ · pith_short_16: EFT7KFRTD6BQX5IL · pith_short_8: EFT7KFRT

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/EFT7KFRTD6BQX5IL45X27233WB \
  | 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: 2167f516331f830bf50be76fafeb7bb06df7c472ea801c9828fc35d084acd409

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8a3fdcb5c625cb4915b4831c9b8c2dfe1249fea57f7e7f0b9b140621338228",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-15T18:56:01Z",
    "title_canon_sha256": "0afc62ee8e7f04506a4667693e81dd59588de979846e331cf9d972e22950c0b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10436",
    "kind": "arxiv",
    "version": 1
  }
}