Pith Number

pith:4HKG74CZ

pith:2025:4HKG74CZMDJ6X25MLYBSE7VMKO

not attested not anchored not stored refs pending

Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs

He Li, Shuo Wang, Xiaohui Rong, Xuemin Liu, Zeyu Wei

arxiv:2505.16894 v1 · 2025-05-22 · 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{4HKG74CZMDJ6X25MLYBSE7VMKO}

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

Automation-Exploit: A Multi-Agent LLM Framework for Adaptive Offensive Security with Digital Twin-Based Risk-Mitigated Exploitation

Receipt and verification

First computed	2026-07-05T11:07:43.166184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1d46ff05960d3ebebac5e03227eac538b344ca79f9753eb8ce5b207d3438e4a

Aliases

arxiv: 2505.16894 · arxiv_version: 2505.16894v1 · doi: 10.48550/arxiv.2505.16894 · pith_short_12: 4HKG74CZMDJ6 · pith_short_16: 4HKG74CZMDJ6X25M · pith_short_8: 4HKG74CZ

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/4HKG74CZMDJ6X25MLYBSE7VMKO \
  | 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: e1d46ff05960d3ebebac5e03227eac538b344ca79f9753eb8ce5b207d3438e4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "697ad7bc863e1f8b482e63780202c4bf243481c6f49b1e7028213ab7e8f9402e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-22T16:50:58Z",
    "title_canon_sha256": "17c282eddb729ca0b653ff6529aa9cdacd4c8a1346f4cc2d6718a804a74c4064"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16894",
    "kind": "arxiv",
    "version": 1
  }
}