Pith Number

pith:SZWQ72VG

pith:2025:SZWQ72VGUHKZKMSFBPPGFNSPZJ

not attested not anchored not stored refs pending

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs

Ammar Khairi, Daniel D'souza, Julia Kreutzer, Sara Hooker, Ye Shen

arxiv:2506.20544 v1 · 2025-06-25 · 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{SZWQ72VGUHKZKMSFBPPGFNSPZJ}

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.

Receipt and verification

First computed	2026-07-05T11:27:07.439528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

966d0feaa6a1d59532450bde62b64fca752d44230042e8e6f783dab01275a613

Aliases

arxiv: 2506.20544 · arxiv_version: 2506.20544v1 · doi: 10.48550/arxiv.2506.20544 · pith_short_12: SZWQ72VGUHKZ · pith_short_16: SZWQ72VGUHKZKMSF · pith_short_8: SZWQ72VG

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/SZWQ72VGUHKZKMSFBPPGFNSPZJ \
  | 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: 966d0feaa6a1d59532450bde62b64fca752d44230042e8e6f783dab01275a613

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaef2f4bcc27d0a1efc61591b802bfffa73334a58547802e591488db9169441e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-25T15:37:53Z",
    "title_canon_sha256": "8603da1c658aced97aef70beebc7818f58299418e7c438e93494b4642f003190"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20544",
    "kind": "arxiv",
    "version": 1
  }
}