Pith Number

pith:3BZRS5BH

pith:2024:3BZRS5BHITILO7TDQM636F5VG5

not attested not anchored not stored refs pending

HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty Decoding

Chi Qin, Fan Yuan, Piji Li, Xiaogang Xu

arxiv:2409.20429 v1 · 2024-09-30 · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3BZRS5BHITILO7TDQM636F5VG5}

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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

1 paper in Pith

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:13:43.425431Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d87319742744d0b77e63833dbf17b5377f54a501b12160b28a1e3b6bb81f19c0

Aliases

arxiv: 2409.20429 · arxiv_version: 2409.20429v1 · doi: 10.48550/arxiv.2409.20429 · pith_short_12: 3BZRS5BHITIL · pith_short_16: 3BZRS5BHITILO7TD · pith_short_8: 3BZRS5BH

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/3BZRS5BHITILO7TDQM636F5VG5 \
  | 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: d87319742744d0b77e63833dbf17b5377f54a501b12160b28a1e3b6bb81f19c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b008a1dcae59c2e87bd03d4b15807abbd71c4b2155b2c79f6164739e7318d00e",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-30T15:52:05Z",
    "title_canon_sha256": "ef59395d6b60eaf69078e5d8c94252447f0b33dc0f1700fe3e705e68749a2ca6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20429",
    "kind": "arxiv",
    "version": 1
  }
}