Pith Number

pith:CGWCRQHW

pith:2024:CGWCRQHWRBTD6BHOFVDS4SNZQR

not attested not anchored not stored refs pending

Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation

Jianfeng Dong, Jishuo Sun, Qiyuan Chen, Wei Wei, Xiaoye Qu

arxiv:2408.00555 v1 · 2024-08-01 · cs.CV · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{CGWCRQHWRBTD6BHOFVDS4SNZQR}

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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

3 papers in Pith

When Looking Is Not Enough: Visual Attention Structure Reveals Hallucination in MLLMs

Hallucination of Multimodal Large Language Models: A Survey

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering

Receipt and verification

First computed	2026-07-05T08:51:05.590078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11ac28c0f688663f04ee2d472e49b98471b9cab6d846467018d116b8883772fa

Aliases

arxiv: 2408.00555 · arxiv_version: 2408.00555v1 · doi: 10.48550/arxiv.2408.00555 · pith_short_12: CGWCRQHWRBTD · pith_short_16: CGWCRQHWRBTD6BHO · pith_short_8: CGWCRQHW

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/CGWCRQHWRBTD6BHOFVDS4SNZQR \
  | 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: 11ac28c0f688663f04ee2d472e49b98471b9cab6d846467018d116b8883772fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "052400627b57c0ed453767cf842f2c4adcb0b6449ac6c515f831a99402b6eb94",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-01T13:38:58Z",
    "title_canon_sha256": "f65a4269a979fbf4253fa9018be8cb7b7da8944f2e616b8bf2b92c5bb3414c68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.00555",
    "kind": "arxiv",
    "version": 1
  }
}