Pith Number

pith:V2AGDCTI

pith:2025:V2AGDCTIFYTKWKIUUXUBVXRMI7

not attested not anchored not stored refs pending

Eliciting Language Model Behaviors with Investigator Agents

Daniel D. Johnson, Jacob Steinhardt, Neil Chowdhury, Percy Liang, Sarah Schwettmann, Tatsunori Hashimoto, Xiang Lisa Li

arxiv:2502.01236 v1 · 2025-02-03 · cs.LG · 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{V2AGDCTIFYTKWKIUUXUBVXRMI7}

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

Learning What to Say to Your VLA: Mostly Harmless Vision Language Action Model Steering

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations

Receipt and verification

First computed	2026-07-05T10:08:44.651403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae80618a682e26ab2914a5e81ade2c47c6097451c44f9037f8caf8a2be02b594

Aliases

arxiv: 2502.01236 · arxiv_version: 2502.01236v1 · doi: 10.48550/arxiv.2502.01236 · pith_short_12: V2AGDCTIFYTK · pith_short_16: V2AGDCTIFYTKWKIU · pith_short_8: V2AGDCTI

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/V2AGDCTIFYTKWKIUUXUBVXRMI7 \
  | 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: ae80618a682e26ab2914a5e81ade2c47c6097451c44f9037f8caf8a2be02b594

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f582288e9a15696eb6667193c4b4b1baa86cd829321b02a63e26caf843a36e5c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T10:52:44Z",
    "title_canon_sha256": "37f936c4a86df33e22627c5dffdeeabc00582801f918b109e94adaa6be785986"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01236",
    "kind": "arxiv",
    "version": 1
  }
}