Pith Number

pith:4PFU3XB5

pith:2025:4PFU3XB5C4X3FJ4OQ346765FCX

not attested not anchored not stored refs pending

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models

Aiwei Liu, Bingchen Duan, He Geng, Hongyi Liu, Jia Liu, Peijie Jiang, Qi Zheng, Shuliang Liu, Xuming Hu, Yibo Yan

arxiv:2507.05288 v1 · 2025-07-05 · cs.IR · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4PFU3XB5C4X3FJ4OQ346765FCX}

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

1 paper in Pith

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation

Receipt and verification

First computed	2026-07-05T11:33:27.641574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3cb4ddc3d172fb2a78e86f9effba515c65ba22d73ff0bdf8cd0b38d93745101

Aliases

arxiv: 2507.05288 · arxiv_version: 2507.05288v1 · doi: 10.48550/arxiv.2507.05288 · pith_short_12: 4PFU3XB5C4X3 · pith_short_16: 4PFU3XB5C4X3FJ4O · pith_short_8: 4PFU3XB5

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/4PFU3XB5C4X3FJ4OQ346765FCX \
  | 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: e3cb4ddc3d172fb2a78e86f9effba515c65ba22d73ff0bdf8cd0b38d93745101

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12b5e3a5644ec4a672dae2187fb4020601c75de3fcf308e86b9bf43d50f739f4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-07-05T09:52:21Z",
    "title_canon_sha256": "cf6570f696627fed0c223a703c80b1ef3ce30e4098a4543fe6b09b2ff0968263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05288",
    "kind": "arxiv",
    "version": 1
  }
}