Pith Number

pith:AB76BDVV

pith:2022:AB76BDVVRSXTKIYKOGZVFXJRVS

not attested not anchored not stored refs pending

Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models

Luke Zettlemoyer, Margaret Li, Mike Lewis, Noah A. Smith, Suchin Gururangan, Tim Althoff, Tim Dettmers

arxiv:2208.03306 v1 · 2022-08-05 · 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{AB76BDVVRSXTKIYKOGZVFXJRVS}

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

13 papers in Pith

Decentralised AI Training and Inference with BlockTrain

Identifying Latent Concepts and Structures for Generalized Category Discovery

CHERRY: Compressed Hierarchical Experts with Recurrent Representational Yield

Task Prompt Vectors: Effective Initialization through Multi-Task Soft-Prompt Transfer

Reinforcement Learning from Human Feedback

Receipt and verification

First computed	2026-07-05T04:46:22.902937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

007fe08eb58caf35230a71b352dd31ac83fc8a4f594f087adb79fc6b2085dd1b

Aliases

arxiv: 2208.03306 · arxiv_version: 2208.03306v1 · doi: 10.48550/arxiv.2208.03306 · pith_short_12: AB76BDVVRSXT · pith_short_16: AB76BDVVRSXTKIYK · pith_short_8: AB76BDVV

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/AB76BDVVRSXTKIYKOGZVFXJRVS \
  | 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: 007fe08eb58caf35230a71b352dd31ac83fc8a4f594f087adb79fc6b2085dd1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04b97c2e77c8efcf9c6ba8ede1a4afcfc4230e4cf0057dbac9ceeb3929850513",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-08-05T17:46:38Z",
    "title_canon_sha256": "153366eabcca4bd87da29b01a906fa6a7fdb4e0148ad104e618fcfa85d24ff1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.03306",
    "kind": "arxiv",
    "version": 1
  }
}