Pith Number

pith:5AX3TNA7

pith:2024:5AX3TNA73E3D6HXN4XGGNOFX2X

not attested not anchored not stored refs pending

A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models

Akash Ghosh, Aman Chadha, Prabhash Meharia, Pranab Sahoo, Sriparna Saha, Vinija Jain

arxiv:2405.09589 v4 · 2024-05-15 · cs.LG · cs.AI · cs.CL · cs.CV · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5AX3TNA73E3D6HXN4XGGNOFX2X}

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

2 papers in Pith

What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness

CHEM: Estimating and Understanding Hallucinations in Deep Learning for Image Processing

Receipt and verification

First computed	2026-07-05T09:15:10.495411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e82fb9b41fd9363f1eede5cc66b8b7d5dda4987d7f8fe510d0413e41845a1275

Aliases

arxiv: 2405.09589 · arxiv_version: 2405.09589v4 · doi: 10.48550/arxiv.2405.09589 · pith_short_12: 5AX3TNA73E3D · pith_short_16: 5AX3TNA73E3D6HXN · pith_short_8: 5AX3TNA7

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/5AX3TNA73E3D6HXN4XGGNOFX2X \
  | 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: e82fb9b41fd9363f1eede5cc66b8b7d5dda4987d7f8fe510d0413e41845a1275

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6795a039056c4c7bc1104de71bb3de1287fd8d5f0905bd2617308dbae1e6b674",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-15T10:16:25Z",
    "title_canon_sha256": "6a272223bbcdb2a5365202afc65b6eb523a05d226647405602ce8cd501fb16cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09589",
    "kind": "arxiv",
    "version": 4
  }
}