Pith Number

pith:UQPHNXU5

pith:2024:UQPHNXU5HBUVX2TZLZQ4KPME7D

not attested not anchored not stored refs pending

Enhance Robustness of Language Models Against Variation Attack through Graph Integration

Changlong Sun, Hongsong Li, Jiawei Liu, Lizhi Qing, Wei Lu, Xiaozhong Liu, Yangyang Kang, Zi Xiong

arxiv:2404.12014 v1 · 2024-04-18 · cs.CL · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UQPHNXU5HBUVX2TZLZQ4KPME7D}

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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

Evaluating and Improving Robustness in Large Language Models: A Survey and Future Directions

Receipt and verification

First computed	2026-07-05T08:09:33.992812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a41e76de9d38695bea795e61c53d84f8d10af82ceb784c77e973e36e15e92c69

Aliases

arxiv: 2404.12014 · arxiv_version: 2404.12014v1 · doi: 10.48550/arxiv.2404.12014 · pith_short_12: UQPHNXU5HBUV · pith_short_16: UQPHNXU5HBUVX2TZ · pith_short_8: UQPHNXU5

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/UQPHNXU5HBUVX2TZLZQ4KPME7D \
  | 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: a41e76de9d38695bea795e61c53d84f8d10af82ceb784c77e973e36e15e92c69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdff4cb9fc2fcf414f3c530e6c214af8c506c8d9eee5c111ce77513216c8df13",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-18T09:04:39Z",
    "title_canon_sha256": "83a37cb41f8a2e31dea85e6faac822dd9375a652bc7f249f5b868d4c924ff20d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12014",
    "kind": "arxiv",
    "version": 1
  }
}