Pith Number

pith:Z6WE2EC3

pith:2024:Z6WE2EC3LXMIDBEM3YHGJHGH63

not attested not anchored not stored refs pending

Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding

Ailin Deng, Bryan Hooi, Zhirui Chen

arxiv:2402.15300 v2 · 2024-02-23 · cs.CV · cs.AI · cs.CL · cs.LG · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z6WE2EC3LXMIDBEM3YHGJHGH63}

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

4 papers in Pith

GAVEL: Grounded Caption Error Verification and Localization

Deep Pre-Alignment for VLMs

Hallucination of Multimodal Large Language Models: A Survey

See Fair, Speak Truth: Equitable Attention Improves Grounding and Reduces Hallucination in Vision-Language Alignment

Receipt and verification

First computed	2026-07-05T08:11:01.916847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfac4d105b5dd881848cde0e649cc7f6f9f3654df17f639f6586de25f723c3aa

Aliases

arxiv: 2402.15300 · arxiv_version: 2402.15300v2 · doi: 10.48550/arxiv.2402.15300 · pith_short_12: Z6WE2EC3LXMI · pith_short_16: Z6WE2EC3LXMIDBEM · pith_short_8: Z6WE2EC3

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/Z6WE2EC3LXMIDBEM3YHGJHGH63 \
  | 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: cfac4d105b5dd881848cde0e649cc7f6f9f3654df17f639f6586de25f723c3aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2893a993de8773cdce0ec460982e582b07367d9c69feb595d655119b599216f2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-23T12:57:16Z",
    "title_canon_sha256": "ff25f9de8cdfe73905587372ada406ca5ac319cd4fac39a3f457027b3feb53e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15300",
    "kind": "arxiv",
    "version": 2
  }
}