Pith Number

pith:J6VVBLJT

pith:2025:J6VVBLJTIWRYZ2TO4DQ36QCSD4

not attested not anchored not stored refs pending

What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs

Kimin Lee, Sangyeop Kim, Yohan Lee, Yongwoo Song

arxiv:2505.19773 v1 · 2025-05-26 · 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{J6VVBLJTIWRYZ2TO4DQ36QCSD4}

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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

Mitigating Many-shot Jailbreak Attacks with One Single Demonstration

Receipt and verification

First computed	2026-07-05T11:09:35.910783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fab50ad3345a38cea6ee0e1bf40521f2682b6ba715a4f04717e142d9f02eed6

Aliases

arxiv: 2505.19773 · arxiv_version: 2505.19773v1 · doi: 10.48550/arxiv.2505.19773 · pith_short_12: J6VVBLJTIWRY · pith_short_16: J6VVBLJTIWRYZ2TO · pith_short_8: J6VVBLJT

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/J6VVBLJTIWRYZ2TO4DQ36QCSD4 \
  | 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: 4fab50ad3345a38cea6ee0e1bf40521f2682b6ba715a4f04717e142d9f02eed6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3975646f2c739659fc48ddcfbfe33ee0d735a6f5aa4b7e799a3262c9dc32e9d",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-26T09:57:25Z",
    "title_canon_sha256": "4708904425d75dd66844d6abaa8e3efe58be7032a49eee5ad9e1fada18daeb2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19773",
    "kind": "arxiv",
    "version": 1
  }
}