Pith Number

pith:XEW3BAY3

pith:2025:XEW3BAY3X5IMYZZ66UOJKNBEXJ

not attested not anchored not stored refs pending

Parallel Scaling Law for Language Models

Binyuan Hui, Dayiheng Liu, Jianling Sun, Jiaxi Yang, Junyang Lin, Mouxiang Chen, Zeyu Cui, Zhongxin Liu

arxiv:2505.10475 v1 · 2025-05-15 · 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{XEW3BAY3X5IMYZZ66UOJKNBEXJ}

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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

8 papers in Pith

Structured Recurrent Mixers for Massively Parallelized Sequence Generation

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs

Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices

Receipt and verification

First computed	2026-07-05T11:03:38.817825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b92db0831bbf50cc673ef51c953424ba425820fa38403c48c94d9db44e976db7

Aliases

arxiv: 2505.10475 · arxiv_version: 2505.10475v1 · doi: 10.48550/arxiv.2505.10475 · pith_short_12: XEW3BAY3X5IM · pith_short_16: XEW3BAY3X5IMYZZ6 · pith_short_8: XEW3BAY3

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/XEW3BAY3X5IMYZZ66UOJKNBEXJ \
  | 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: b92db0831bbf50cc673ef51c953424ba425820fa38403c48c94d9db44e976db7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ec47464e6bdca83f843a7085b72088e547704f0ae212f42bf4a4013bb2d19aa",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-15T16:24:45Z",
    "title_canon_sha256": "937079f891024307c03a031e748059f90f694cb11675b0a337e9149d6db89666"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10475",
    "kind": "arxiv",
    "version": 1
  }
}