Pith Number

pith:3UQ4YQUC

pith:2022:3UQ4YQUC77QGA5W4OBURBCEPCU

not attested not anchored not stored refs pending

Language Models as Agent Models

Jacob Andreas

arxiv:2212.01681 v1 · 2022-12-03 · cs.CL · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3UQ4YQUC77QGA5W4OBURBCEPCU}

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

7 papers in Pith

On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners

Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less Cost

Probing Persona-Dependent Preferences in Language Models

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Framing Effects in Independent-Agent Large Language Models: A Cross-Family Behavioral Analysis

Receipt and verification

First computed	2026-07-05T05:22:15.219246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd21cc4282ffe06076dc706910888f1536ce4f3c6a9c387152ed5e128e1d66cd

Aliases

arxiv: 2212.01681 · arxiv_version: 2212.01681v1 · doi: 10.48550/arxiv.2212.01681 · pith_short_12: 3UQ4YQUC77QG · pith_short_16: 3UQ4YQUC77QGA5W4 · pith_short_8: 3UQ4YQUC

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/3UQ4YQUC77QGA5W4OBURBCEPCU \
  | 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: dd21cc4282ffe06076dc706910888f1536ce4f3c6a9c387152ed5e128e1d66cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70e7464a4f66e569576fc4740a2ae1389e53d217ef1d438d550bd99ce8fc194a",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-03T20:18:16Z",
    "title_canon_sha256": "1487ddbe21820b7a262e32c4160f005aa960b2f724a6ed24d26ecfed32e1f67c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01681",
    "kind": "arxiv",
    "version": 1
  }
}