Pith Number

pith:YJZ4IZWM

pith:2025:YJZ4IZWMAP7IWXRJIVV46R6K4Z

not attested not anchored not stored refs pending

PANDAS: Improving Many-shot Jailbreaking via Positive Affirmation, Negative Demonstration, and Adaptive Sampling

Amir-massoud Farahmand, Avery Ma, Yangchen Pan

arxiv:2502.01925 v2 · 2025-02-04 · cs.CL · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YJZ4IZWMAP7IWXRJIVV46R6K4Z}

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

2 papers in Pith

Stories in Space: In-Context Learning Trajectories in Conceptual Belief Space

Mitigating Many-shot Jailbreak Attacks with One Single Demonstration

Receipt and verification

First computed	2026-07-05T11:20:50.246197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c273c466cc03fe8b5e29456bcf47cae651fea503c5ac108d7c4e84ff8fd48751

Aliases

arxiv: 2502.01925 · arxiv_version: 2502.01925v2 · doi: 10.48550/arxiv.2502.01925 · pith_short_12: YJZ4IZWMAP7I · pith_short_16: YJZ4IZWMAP7IWXRJ · pith_short_8: YJZ4IZWM

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/YJZ4IZWMAP7IWXRJIVV46R6K4Z \
  | 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: c273c466cc03fe8b5e29456bcf47cae651fea503c5ac108d7c4e84ff8fd48751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70094d299170544ac1105659a335536de64aeb449eedc87ec1fd9e8f12a01076",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-04T01:51:31Z",
    "title_canon_sha256": "d1e1bc17055ed1b63e22b1668575992eda631d8afd854209aec84f56d5a7236e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01925",
    "kind": "arxiv",
    "version": 2
  }
}