Pith Number

pith:RBUMVUJZ

pith:2025:RBUMVUJZFC6MEI5BXXNITVK6EN

not attested not anchored not stored refs pending

BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining

Aldo Carranza, Alex Fang, Alvin Deng, Amro Abbas, Ari Morcos, Bogdan Gaza, Brett Larsen, Charvi Bannur, Christina Baek, Cody Blakeney, Darren Teh, DatologyAI: Pratyush Maini, David Schwab, Fan Pan, Haakon Mongstad, Haoli Yin, Jack Urbanek, Josh Wills, Kaleigh Mentzer, Luke Merrick, Matthew Leavitt, Parth Doshi, Paul Burstein, Ricardo Monti, Rishabh Adiga, Siddharth Joshi, Spandan Das, Vineeth Dorna, Zhengping Wang

arxiv:2508.10975 v2 · 2025-08-14 · 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{RBUMVUJZFC6MEI5BXXNITVK6EN}

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

Understanding Data Temporality Impact on Large Language Models Pre-training

Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention

Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale

Action-guided generation of 3D functionality segmentation data

Receipt and verification

First computed	2026-07-05T11:56:22.778990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8868cad13928bcc223a1bdda89d55e237ff0a3285281b2741f836ec05bbfbfbd

Aliases

arxiv: 2508.10975 · arxiv_version: 2508.10975v2 · doi: 10.48550/arxiv.2508.10975 · pith_short_12: RBUMVUJZFC6M · pith_short_16: RBUMVUJZFC6MEI5B · pith_short_8: RBUMVUJZ

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/RBUMVUJZFC6MEI5BXXNITVK6EN \
  | 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: 8868cad13928bcc223a1bdda89d55e237ff0a3285281b2741f836ec05bbfbfbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb1e6b8a3b1acd3b91ded9cc1f6d638d51a9086203d0f06882e09b9672ac32d1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T17:55:47Z",
    "title_canon_sha256": "7f74c929428c052a999fed20deabcfc2400a5b6f41f2848c23d670395516d80d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10975",
    "kind": "arxiv",
    "version": 2
  }
}