Pith Number

pith:JG7VL53R

pith:2023:JG7VL53R3HLKG7NQP2LPMPWNVR

not attested not anchored not stored refs pending

Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery

John Kirchenbauer, Jonas Geiping, Micah Goldblum, Neel Jain, Tom Goldstein, Yuxin Wen

arxiv:2302.03668 v2 · 2023-02-07 · cs.LG · 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{JG7VL53R3HLKG7NQP2LPMPWNVR}

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

10 papers in Pith

PRISM: Recovering Instruction Sets from Language Model Activations

Universal and Transferable Adversarial Attacks on Aligned Language Models

Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation

Learning, Fast and Slow: Towards LLMs That Adapt Continually

Large Language Models as Optimizers

Receipt and verification

First computed	2026-07-05T06:16:15.760324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49bf55f771d9d6a37db07e96f63ecdac6d960c37b45a13cc5574127dddc9fb2e

Aliases

arxiv: 2302.03668 · arxiv_version: 2302.03668v2 · doi: 10.48550/arxiv.2302.03668 · pith_short_12: JG7VL53R3HLK · pith_short_16: JG7VL53R3HLKG7NQ · pith_short_8: JG7VL53R

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/JG7VL53R3HLKG7NQP2LPMPWNVR \
  | 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: 49bf55f771d9d6a37db07e96f63ecdac6d960c37b45a13cc5574127dddc9fb2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72d9cee9907576994ec4153088ca9a8f491686146683fa59a6affe480c57bdbc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T18:40:18Z",
    "title_canon_sha256": "b8d706e934d620b0755d2bb687190153c273905dd71b6592a4419a3d2e07a684"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03668",
    "kind": "arxiv",
    "version": 2
  }
}