Pith Number

pith:FD43YRPU

pith:2021:FD43YRPUU5LLVM62XS5MXDGZ55

not attested not anchored not stored refs pending

The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models

Conglong Li, Minjia Zhang, Yuxiong He

arxiv:2108.06084 v4 · 2021-08-13 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{FD43YRPUU5LLVM62XS5MXDGZ55}

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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

1 paper in Pith

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training

Receipt and verification

First computed	2026-07-05T05:06:51.743971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28f9bc45f4a756bab3dabcbacb8cd9ef5ad19928e64325ae0416a88dfb8683ec

Aliases

arxiv: 2108.06084 · arxiv_version: 2108.06084v4 · doi: 10.48550/arxiv.2108.06084 · pith_short_12: FD43YRPUU5LL · pith_short_16: FD43YRPUU5LLVM62 · pith_short_8: FD43YRPU

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/FD43YRPUU5LLVM62XS5MXDGZ55 \
  | 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: 28f9bc45f4a756bab3dabcbacb8cd9ef5ad19928e64325ae0416a88dfb8683ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "deb3f179d33f955dab38ff7a11642ca6128524bb2d1ad4c7ece38819fc163474",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-13T06:32:53Z",
    "title_canon_sha256": "722ef2485bcb91b74dca82bfd4631f6d0d6a12b4f10fd30998d8a1b863e3a69f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.06084",
    "kind": "arxiv",
    "version": 4
  }
}