Pith Number

pith:XNZZXJZP

pith:2025:XNZZXJZPTLEAAVXUI6NXSPHHWW

not attested not anchored not stored refs pending

Differential Robustness in Transformer Language Models: Empirical Evaluation Under Adversarial Text Attacks

Matthew Shardlow, Oluwaseun Ajao, Taniya Gidatkar

arxiv:2509.09706 v1 · 2025-09-05 · cs.CR · 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{XNZZXJZPTLEAAVXUI6NXSPHHWW}

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.

Receipt and verification

First computed	2026-07-05T12:09:47.545866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb739ba72f9ac80056f4479b793ce7b5b37118bd82c72105d0e97e7530868c53

Aliases

arxiv: 2509.09706 · arxiv_version: 2509.09706v1 · doi: 10.48550/arxiv.2509.09706 · pith_short_12: XNZZXJZPTLEA · pith_short_16: XNZZXJZPTLEAAVXU · pith_short_8: XNZZXJZP

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/XNZZXJZPTLEAAVXUI6NXSPHHWW \
  | 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: bb739ba72f9ac80056f4479b793ce7b5b37118bd82c72105d0e97e7530868c53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba2303ffb1bd2efaa58812fd33a27f1b25321092a5ecb8723c3572ec2091b277",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-05T21:43:06Z",
    "title_canon_sha256": "0e23f7c3a3e23a3cb1da45227fb32e85dacb4f8890a3f158d481992f8a617e3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09706",
    "kind": "arxiv",
    "version": 1
  }
}