Pith Number

pith:UFAOPBBW

pith:2022:UFAOPBBWRMIWYYZU5FCMQZ3GVA

not attested not anchored not stored refs pending

Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion

Arthur Szlam, Jason Weston, Kurt Shuster, Leonard Adolphs, Mojtaba Komeili, Stephen Roller

arxiv:2203.13224 v2 · 2022-03-24 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UFAOPBBWRMIWYYZU5FCMQZ3GVA}

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

4 papers in Pith

Chain-of-Verification Reduces Hallucination in Large Language Models

ART: Automatic multi-step reasoning and tool-use for large language models

Atlas: Few-shot Learning with Retrieval Augmented Language Models

OPT: Open Pre-trained Transformer Language Models

Receipt and verification

First computed	2026-07-05T04:10:02.678720Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a140e784368b116c6334e944c86766a8085166efc96e4ab7157d360a3dba42e8

Aliases

arxiv: 2203.13224 · arxiv_version: 2203.13224v2 · doi: 10.48550/arxiv.2203.13224 · pith_short_12: UFAOPBBWRMIW · pith_short_16: UFAOPBBWRMIWYYZU · pith_short_8: UFAOPBBW

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/UFAOPBBWRMIWYYZU5FCMQZ3GVA \
  | 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: a140e784368b116c6334e944c86766a8085166efc96e4ab7157d360a3dba42e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2e5a924de256f0e05c563163fb86f03625c3e281911dcaab78f0bba0e9ffcdf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-24T17:31:26Z",
    "title_canon_sha256": "3bf1629190866cf93000ec14b4f20c6c6f8629ef01a01654224a133e9263c42f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.13224",
    "kind": "arxiv",
    "version": 2
  }
}