Pith Number

pith:X5PYK4IL

pith:2022:X5PYK4ILSCEG6CJHQNY6YV2PJH

not attested not anchored not stored refs pending

Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$

Aakanksha Chowdhery, Adam Roberts, Afroz Mohiuddin, Aitor Lewkowycz, Alexander Spiridonov, Alexandre Passos, Alex Salcianu, Andrea Gesmundo, Andrew Chen, Anselm Levskaya, Brennan Saeta, Brian Lester, Colin Gaffney, Colin Raffel, Curtis Hawthorne, Dan Garrette, Daniel Andor, Gaurav Mishra, Haitang Hu, Hyung Won Chung, Jacob Austin, James Bradbury, James Lee-Thorp, Jannis Bulian, Jasmijn Bastings, Jeremy Maitin-Shepard, Jianmo Ni, Jonathan H. Clark, Joshua Newlan, Kathleen Kenealy, Livio Baldini Soares, Maarten Bosma, Marc van Zee, Mark Omernick, Marvin Ritter, Noah Fiedel, Noam Shazeer, Ryan Sepassi, Sasha Tsvyashchenko, Sebastian Goodman, Sharan Narang, Stephan Lee, Xavier Garcia

arxiv:2203.17189 v1 · 2022-03-31 · 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{X5PYK4ILSCEG6CJHQNY6YV2PJH}

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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

14 papers in Pith

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GPT-NeoX-20B: An Open-Source Autoregressive Language Model

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning

UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation

Receipt and verification

First computed	2026-07-05T04:10:32.353517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf5f85710b90886f09278371ec574f49f5517c2e1ad921293f285beee3e83525

Aliases

arxiv: 2203.17189 · arxiv_version: 2203.17189v1 · doi: 10.48550/arxiv.2203.17189 · pith_short_12: X5PYK4ILSCEG · pith_short_16: X5PYK4ILSCEG6CJH · pith_short_8: X5PYK4IL

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/X5PYK4ILSCEG6CJHQNY6YV2PJH \
  | 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: bf5f85710b90886f09278371ec574f49f5517c2e1ad921293f285beee3e83525

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec771bcec8fae78eafa5871f6bb5e86a2c7513d101d8a9cd52831ebad3e8929c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-31T17:12:13Z",
    "title_canon_sha256": "f11d6fdef3d37ff75eaa473b14feb4639b760f44ff276671b16b8d340a5bf1c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.17189",
    "kind": "arxiv",
    "version": 1
  }
}